DataFrame
NO COMPARISON TARGET
2930
ROWS
0
DUPLICATES
8.1 MB
RAM
82
FEATURES
54
CATEGORICAL
28
NUMERICAL
0
TEXT
2.3.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
Order
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
2,930
(100%)
ZEROES:
---
MAX
2,930
95%
2,784
Q3
2,198
MEDIAN
1,466
AVG
1,466
Q1
733
5%
147
MIN
1
RANGE
2,929
IQR
1,464
STD
846
VAR
716k
KURT.
-1.20
SKEW
0.00
SUM
4.3M
2
PID
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
2,930
(100%)
ZEROES:
---
MAX
1007.1M
95%
916.4M
Q3
907.2M
AVG
714.5M
MEDIAN
535.5M
Q1
528.5M
5%
527.3M
MIN
526.3M
RANGE
480.8M
IQR
378.7M
STD
188.7M
VAR
35619.3T
KURT.
-2.00
SKEW
0.056
SUM
2.1T
3
MS SubClass
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
16
(<1%)
ZEROES:
---
MAX
190
95%
160
Q3
70
AVG
57
MEDIAN
50
Q1
20
5%
20
MIN
20
RANGE
170
IQR
50.0
STD
42.6
VAR
1,818
KURT.
1.39
SKEW
1.36
SUM
168k
4
MS Zoning
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
5
Lot Frontage
VALUES:
2,440
(83%)
MISSING:
490
(17%)
DISTINCT:
128
(4%)
ZEROES:
---
MAX
313
95%
107
Q3
80
AVG
69
MEDIAN
68
Q1
58
5%
32
MIN
21
RANGE
292
IQR
22.0
STD
23.4
VAR
546
KURT.
11.2
SKEW
1.50
SUM
169k
6
Lot Area
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
1,960
(67%)
ZEROES:
---
MAX
215k
95%
17k
Q3
12k
AVG
10k
MEDIAN
9k
Q1
7k
5%
3k
MIN
1k
RANGE
214k
IQR
4,115
STD
7,880
VAR
62.1M
KURT.
265
SKEW
12.8
SUM
29.7M
7
Street
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
8
Alley
VALUES:
198
(7%)
MISSING:
2,732
(93%)
DISTINCT:
2
(<1%)
9
Lot Shape
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
10
Land Contour
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
11
Utilities
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
12
Lot Config
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
13
Land Slope
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
14
Neighborhood
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
28
(<1%)
15
Condition 1
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
16
Condition 2
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
17
Bldg Type
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
18
House Style
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
19
Overall Qual
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
20
Overall Cond
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
21
Year Built
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
118
(4%)
ZEROES:
---
MAX
2,010
95%
2,007
Q3
2,001
MEDIAN
1,973
AVG
1,971
Q1
1,954
5%
1,915
MIN
1,872
RANGE
138
IQR
47.0
STD
30.2
VAR
915
KURT.
-0.502
SKEW
-0.604
SUM
5.8M
22
Year Remod/Add
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
61
(2%)
ZEROES:
---
MAX
2,010.0
95%
2,007.0
Q3
2,004.0
MEDIAN
1,993.0
AVG
1,984.3
Q1
1,965.0
5%
1,950.0
MIN
1,950.0
RANGE
60.0
IQR
39.0
STD
20.9
VAR
435
KURT.
-1.34
SKEW
-0.452
SUM
5.8M
23
Roof Style
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
24
Roof Matl
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
25
Exterior 1st
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
16
(<1%)
26
Exterior 2nd
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
17
(<1%)
27
Mas Vnr Type
VALUES:
1,155
(39%)
MISSING:
1,775
(61%)
DISTINCT:
4
(<1%)
28
Mas Vnr Area
VALUES:
2,907
(>99%)
MISSING:
23
(<1%)
DISTINCT:
445
(15%)
ZEROES:
1,748
(60%)
MAX
1,600
95%
466
Q3
164
AVG
102
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,600
IQR
164
STD
179
VAR
32,081
KURT.
9.29
SKEW
2.61
SUM
296k
29
Exter Qual
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
30
Exter Cond
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
31
Foundation
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
32
Bsmt Qual
VALUES:
2,850
(97%)
MISSING:
80
(3%)
DISTINCT:
5
(<1%)
33
Bsmt Cond
VALUES:
2,850
(97%)
MISSING:
80
(3%)
DISTINCT:
5
(<1%)
34
Bsmt Exposure
VALUES:
2,847
(97%)
MISSING:
83
(3%)
DISTINCT:
4
(<1%)
35
BsmtFin Type 1
VALUES:
2,850
(97%)
MISSING:
80
(3%)
DISTINCT:
6
(<1%)
36
BsmtFin SF 1
VALUES:
2,929
(>99%)
MISSING:
1
(<1%)
DISTINCT:
995
(34%)
ZEROES:
930
(32%)
MAX
5,644
95%
1,274
Q3
734
AVG
443
MEDIAN
370
Q1
0
5%
0
MIN
0
RANGE
5,644
IQR
734
STD
456
VAR
208k
KURT.
6.86
SKEW
1.42
SUM
1.3M
37
BsmtFin Type 2
VALUES:
2,849
(97%)
MISSING:
81
(3%)
DISTINCT:
6
(<1%)
38
BsmtFin SF 2
VALUES:
2,929
(>99%)
MISSING:
1
(<1%)
DISTINCT:
274
(9%)
ZEROES:
2,578
(88%)
MAX
1,526
95%
435
Q3
0
AVG
50
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,526
IQR
0.00
STD
169
VAR
28,618
KURT.
18.8
SKEW
4.14
SUM
146k
39
Bsmt Unf SF
VALUES:
2,929
(>99%)
MISSING:
1
(<1%)
DISTINCT:
1,137
(39%)
ZEROES:
244
(8%)
MAX
2,336
95%
1,474
Q3
802
AVG
559
MEDIAN
466
Q1
219
5%
0
MIN
0
RANGE
2,336
IQR
583
STD
439
VAR
193k
KURT.
0.410
SKEW
0.923
SUM
1.6M
40
Total Bsmt SF
VALUES:
2,929
(>99%)
MISSING:
1
(<1%)
DISTINCT:
1,058
(36%)
ZEROES:
79
(3%)
MAX
6,110
95%
1,776
Q3
1,302
AVG
1,052
MEDIAN
990
Q1
793
5%
453
MIN
0
RANGE
6,110
IQR
509
STD
441
VAR
194k
KURT.
9.14
SKEW
1.16
SUM
3.1M
41
Heating
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
42
Heating QC
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
43
Central Air
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
44
Electrical
VALUES:
2,929
(>99%)
MISSING:
1
(<1%)
DISTINCT:
5
(<1%)
45
1st Flr SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
1,083
(37%)
ZEROES:
---
MAX
5,095
95%
1,830
Q3
1,384
AVG
1,160
MEDIAN
1,084
Q1
876
5%
665
MIN
334
RANGE
4,761
IQR
508
STD
392
VAR
154k
KURT.
6.97
SKEW
1.47
SUM
3.4M
46
2nd Flr SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
635
(22%)
ZEROES:
1,678
(57%)
MAX
2,065
95%
1,130
Q3
704
AVG
335
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,065
IQR
704
STD
428
VAR
184k
KURT.
-0.415
SKEW
0.866
SUM
983k
47
Low Qual Fin SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
36
(1%)
ZEROES:
2,890
(99%)
MAX
1,064
95%
0
Q3
0
AVG
5
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,064
IQR
0.00
STD
46.3
VAR
2,145
KURT.
176
SKEW
12.1
SUM
13,703
48
Gr Liv Area
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
1,292
(44%)
ZEROES:
---
MAX
5,642
95%
2,463
Q3
1,743
AVG
1,500
MEDIAN
1,442
Q1
1,126
5%
861
MIN
334
RANGE
5,308
IQR
617
STD
506
VAR
256k
KURT.
4.14
SKEW
1.27
SUM
4.4M
49
Bsmt Full Bath
VALUES:
2,928
(>99%)
MISSING:
2
(<1%)
DISTINCT:
4
(<1%)
50
Bsmt Half Bath
VALUES:
2,928
(>99%)
MISSING:
2
(<1%)
DISTINCT:
3
(<1%)
51
Full Bath
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
52
Half Bath
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
53
Bedroom AbvGr
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
54
Kitchen AbvGr
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
55
Kitchen Qual
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
56
TotRms AbvGrd
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
14
(<1%)
ZEROES:
---
MAX
15.0
95%
9.0
Q3
7.0
AVG
6.4
MEDIAN
6.0
Q1
5.0
5%
4.0
MIN
2.0
RANGE
13.0
IQR
2.00
STD
1.57
VAR
2.47
KURT.
1.15
SKEW
0.754
SUM
18,878
57
Functional
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
58
Fireplaces
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
59
Fireplace Qu
VALUES:
1,508
(51%)
MISSING:
1,422
(49%)
DISTINCT:
5
(<1%)
60
Garage Type
VALUES:
2,773
(95%)
MISSING:
157
(5%)
DISTINCT:
6
(<1%)
61
Garage Yr Blt
VALUES:
2,771
(95%)
MISSING:
159
(5%)
DISTINCT:
103
(4%)
ZEROES:
---
MAX
2,207
95%
2,007
Q3
2,002
MEDIAN
1,979
AVG
1,978
Q1
1,960
5%
1,928
MIN
1,895
RANGE
312
IQR
42.0
STD
25.5
VAR
652
KURT.
1.83
SKEW
-0.385
SUM
5.5M
62
Garage Finish
VALUES:
2,771
(95%)
MISSING:
159
(5%)
DISTINCT:
3
(<1%)
63
Garage Cars
VALUES:
2,929
(>99%)
MISSING:
1
(<1%)
DISTINCT:
6
(<1%)
64
Garage Area
VALUES:
2,929
(>99%)
MISSING:
1
(<1%)
DISTINCT:
603
(21%)
ZEROES:
157
(5%)
MAX
1,488
95%
856
Q3
576
MEDIAN
480
AVG
473
Q1
320
5%
0
MIN
0
RANGE
1,488
IQR
256
STD
215
VAR
46,245
KURT.
0.951
SKEW
0.242
SUM
1.4M
65
Garage Qual
VALUES:
2,771
(95%)
MISSING:
159
(5%)
DISTINCT:
5
(<1%)
66
Garage Cond
VALUES:
2,771
(95%)
MISSING:
159
(5%)
DISTINCT:
5
(<1%)
67
Paved Drive
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
68
Wood Deck SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
380
(13%)
ZEROES:
1,526
(52%)
MAX
1,424
95%
328
Q3
168
AVG
94
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,424
IQR
168
STD
126
VAR
15,967
KURT.
6.75
SKEW
1.84
SUM
275k
69
Open Porch SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
252
(9%)
ZEROES:
1,300
(44%)
MAX
742
95%
183
Q3
70
AVG
48
MEDIAN
27
Q1
0
5%
0
MIN
0
RANGE
742
IQR
70.0
STD
67.5
VAR
4,554
KURT.
11.0
SKEW
2.54
SUM
139k
70
Enclosed Porch
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
183
(6%)
ZEROES:
2,471
(84%)
MAX
1,012
95%
176
Q3
0
AVG
23
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,012
IQR
0.00
STD
64.1
VAR
4,114
KURT.
28.5
SKEW
4.01
SUM
67,424
71
3Ssn Porch
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
31
(1%)
ZEROES:
2,893
(99%)
MAX
508
95%
0
Q3
0
AVG
3
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
508
IQR
0.00
STD
25.1
VAR
632
KURT.
150
SKEW
11.4
SUM
7,596
72
Screen Porch
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
121
(4%)
ZEROES:
2,674
(91%)
MAX
576
95%
161
Q3
0
AVG
16
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
576
IQR
0.00
STD
56.1
VAR
3,146
KURT.
17.9
SKEW
3.96
SUM
46,886
73
Pool Area
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
14
(<1%)
ZEROES:
2,917
(>99%)
MAX
800
95%
0
Q3
0
AVG
2
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
800
IQR
0.00
STD
35.6
VAR
1,267
KURT.
300
SKEW
16.9
SUM
6,573
74
Pool QC
VALUES:
13
(<1%)
MISSING:
2,917
(>99%)
DISTINCT:
4
(<1%)
75
Fence
VALUES:
572
(20%)
MISSING:
2,358
(80%)
DISTINCT:
4
(<1%)
76
Misc Feature
VALUES:
106
(4%)
MISSING:
2,824
(96%)
DISTINCT:
5
(<1%)
77
Misc Val
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
38
(1%)
ZEROES:
2,827
(96%)
MAX
17,000
95%
0
Q3
0
AVG
51
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
17,000
IQR
0.00
STD
566
VAR
321k
KURT.
566
SKEW
22.0
SUM
148k
78
Mo Sold
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
12.0
95%
11.0
Q3
8.0
AVG
6.2
MEDIAN
6.0
Q1
4.0
5%
2.0
MIN
1.0
RANGE
11.0
IQR
4.00
STD
2.71
VAR
7.37
KURT.
-0.455
SKEW
0.193
SUM
18,213
79
Yr Sold
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
80
Sale Type
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
81
Sale Condition
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
82
SalePrice
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
1,032
(35%)
ZEROES:
---
MAX
755k
95%
335k
Q3
214k
AVG
181k
MEDIAN
160k
Q1
130k
5%
88k
MIN
13k
RANGE
742k
IQR
84,000
STD
79,887
VAR
6.4B
KURT.
5.12
SKEW
1.74
SUM
529.7M
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Order
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PID
0.17
Mo Sold
0.13
Year Remod/Add
-0.08
Pool Area
0.05
Year Built
-0.05
Garage Yr Blt
-0.05
Garage Area
-0.04
BsmtFin SF 1
-0.03
SalePrice
-0.03
Lot Area
0.03
Mas Vnr Area
-0.03
Total Bsmt SF
-0.03
Enclosed Porch
0.03
3Ssn Porch
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Yr Sold
0.98
Neighborhood
0.23
Sale Condition
0.14
Sale Type
0.13
Exterior 2nd
0.11
Overall Cond
0.08
Exter Qual
0.08
Full Bath
0.08
Exterior 1st
0.08
Mas Vnr Type
0.08
MS Zoning
0.08
Bsmt Exposure
0.07
BsmtFin Type 1
0.07
Garage Type
0.07
MOST FREQUENT VALUES
1
1
<0.1%
1947
1
<0.1%
1949
1
<0.1%
1950
1
<0.1%
1951
1
<0.1%
1952
1
<0.1%
1953
1
<0.1%
1954
1
<0.1%
1955
1
<0.1%
1956
1
<0.1%
1957
1
<0.1%
1958
1
<0.1%
1959
1
<0.1%
1960
1
<0.1%
1961
1
<0.1%
SMALLEST VALUES
1
1
<0.1%
2
1
<0.1%
3
1
<0.1%
4
1
<0.1%
5
1
<0.1%
6
1
<0.1%
7
1
<0.1%
8
1
<0.1%
9
1
<0.1%
10
1
<0.1%
11
1
<0.1%
12
1
<0.1%
13
1
<0.1%
14
1
<0.1%
15
1
<0.1%
LARGEST VALUES
2930
1
<0.1%
2929
1
<0.1%
2928
1
<0.1%
2927
1
<0.1%
2926
1
<0.1%
2925
1
<0.1%
2924
1
<0.1%
2923
1
<0.1%
2922
1
<0.1%
2921
1
<0.1%
2920
1
<0.1%
2919
1
<0.1%
2918
1
<0.1%
2917
1
<0.1%
2916
1
<0.1%
PID
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Year Built
-0.34
Garage Yr Blt
-0.26
SalePrice
-0.25
Mas Vnr Area
-0.23
Garage Area
-0.21
Total Bsmt SF
-0.19
Order
0.17
Enclosed Porch
0.16
Year Remod/Add
-0.16
1st Flr SF
-0.14
Gr Liv Area
-0.11
BsmtFin SF 1
-0.10
Lot Frontage
-0.10
Bsmt Unf SF
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.92
MS Zoning
0.43
Foundation
0.31
Garage Finish
0.31
Garage Type
0.31
Overall Qual
0.28
House Style
0.28
Garage Cars
0.26
Paved Drive
0.25
Mas Vnr Type
0.24
Exterior 2nd
0.23
Overall Cond
0.23
Exterior 1st
0.23
Exter Qual
0.22
MOST FREQUENT VALUES
526301100
1
<0.1%
535375130
1
<0.1%
535378080
1
<0.1%
535379060
1
<0.1%
535379110
1
<0.1%
535382150
1
<0.1%
535402140
1
<0.1%
535402180
1
<0.1%
535403030
1
<0.1%
535426130
1
<0.1%
535450190
1
<0.1%
535450220
1
<0.1%
535450310
1
<0.1%
535451040
1
<0.1%
535451100
1
<0.1%
SMALLEST VALUES
526301100
1
<0.1%
526302030
1
<0.1%
526302040
1
<0.1%
526302110
1
<0.1%
526302120
1
<0.1%
526303060
1
<0.1%
526350040
1
<0.1%
526351010
1
<0.1%
526351030
1
<0.1%
526351100
1
<0.1%
526352080
1
<0.1%
526352090
1
<0.1%
526353030
1
<0.1%
526353050
1
<0.1%
526354020
1
<0.1%
LARGEST VALUES
1007100110
1
<0.1%
924152030
1
<0.1%
924151050
1
<0.1%
924151040
1
<0.1%
924100070
1
<0.1%
924100060
1
<0.1%
924100050
1
<0.1%
924100040
1
<0.1%
924100020
1
<0.1%
923426070
1
<0.1%
923426010
1
<0.1%
923425030
1
<0.1%
923400150
1
<0.1%
923400125
1
<0.1%
923400110
1
<0.1%
MS SubClass
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Lot Frontage
-0.42
2nd Flr SF
0.30
1st Flr SF
-0.25
Total Bsmt SF
-0.22
Lot Area
-0.20
Bsmt Unf SF
-0.13
Garage Area
-0.10
Garage Yr Blt
0.09
SalePrice
-0.09
BsmtFin SF 2
-0.07
Gr Liv Area
0.07
BsmtFin SF 1
-0.06
Screen Porch
-0.05
Year Remod/Add
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bldg Type
0.86
Neighborhood
0.53
House Style
0.49
MS Zoning
0.35
Kitchen AbvGr
0.27
Exterior 2nd
0.25
Bedroom AbvGr
0.24
Exterior 1st
0.21
Garage Type
0.19
Garage Cars
0.19
Alley
0.19
Half Bath
0.18
Bsmt Qual
0.16
Overall Qual
0.16
MOST FREQUENT VALUES
20
1,079
36.8%
60
575
19.6%
50
287
9.8%
120
192
6.6%
30
139
4.7%
160
129
4.4%
70
128
4.4%
80
118
4.0%
90
109
3.7%
190
61
2.1%
85
48
1.6%
75
23
0.8%
45
18
0.6%
180
17
0.6%
40
6
0.2%
SMALLEST VALUES
20
1,079
36.8%
30
139
4.7%
40
6
0.2%
45
18
0.6%
50
287
9.8%
60
575
19.6%
70
128
4.4%
75
23
0.8%
80
118
4.0%
85
48
1.6%
90
109
3.7%
120
192
6.6%
150
1
<0.1%
160
129
4.4%
180
17
0.6%
LARGEST VALUES
190
61
2.1%
180
17
0.6%
160
129
4.4%
150
1
<0.1%
120
192
6.6%
90
109
3.7%
85
48
1.6%
80
118
4.0%
75
23
0.8%
70
128
4.4%
60
575
19.6%
50
287
9.8%
45
18
0.6%
40
6
0.2%
30
139
4.7%
MS Zoning
MISSING:
---
TOP CATEGORIES
RL
2,273
78%
RM
462
16%
FV
139
5%
RH
27
<1%
C (all)
25
<1%
I (all)
2
<1%
A (agr)
2
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MS Zoning
PROVIDES INFORMATION ON...
Alley
0.29
Street
0.28
Utilities
0.26
Neighborhood
0.17
Paved Drive
0.13
Central Air
0.11
Foundation
0.10
Bldg Type
0.09
Garage Type
0.09
Garage Qual
0.09
Exter Qual
0.08
Garage Cond
0.08
Heating
0.07
Bsmt Qual
0.07

THESE FEATURES
GIVE INFORMATION
ON MS Zoning:
Neighborhood
0.69
Foundation
0.14
Exterior 1st
0.14
Exterior 2nd
0.13
Garage Type
0.13
Alley
0.12
Bsmt Qual
0.11
Overall Qual
0.11
Garage Finish
0.10
Exter Qual
0.10
Garage Cars
0.09
Overall Cond
0.09
House Style
0.08
Bldg Type
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MS Zoning
CORRELATION RATIO WITH...
Year Built
0.50
PID
0.43
MS SubClass
0.35
SalePrice
0.34
1st Flr SF
0.30
Year Remod/Add
0.30
Garage Area
0.29
Total Bsmt SF
0.29
Lot Area
0.27
Garage Yr Blt
0.22
Enclosed Porch
0.21
Open Porch SF
0.21
BsmtFin SF 1
0.21
Wood Deck SF
0.18
Lot Frontage
MISSING:
490
(17%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Lot Area
0.49
1st Flr SF
0.46
MS SubClass
-0.42
Gr Liv Area
0.38
Garage Area
0.36
SalePrice
0.36
Total Bsmt SF
0.35
TotRms AbvGrd
0.35
Mas Vnr Area
0.22
BsmtFin SF 1
0.22
Pool Area
0.17
Open Porch SF
0.16
Year Built
0.12
Wood Deck SF
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.32
Bldg Type
0.29
Lot Config
0.24
Garage Cars
0.24
Overall Qual
0.22
Bsmt Qual
0.19
Lot Shape
0.19
Kitchen Qual
0.18
Sale Condition
0.17
Sale Type
0.17
Fireplace Qu
0.17
Exter Qual
0.16
Roof Matl
0.15
Exterior 2nd
0.15
MOST FREQUENT VALUES
60.0
276
11.3%
80.0
137
5.6%
70.0
133
5.5%
50.0
117
4.8%
75.0
105
4.3%
65.0
93
3.8%
85.0
76
3.1%
21.0
50
2.0%
24.0
49
2.0%
63.0
47
1.9%
90.0
46
1.9%
78.0
46
1.9%
68.0
44
1.8%
64.0
43
1.8%
74.0
39
1.6%
SMALLEST VALUES
21.0
50
2.0%
22.0
1
<0.1%
24.0
49
2.0%
25.0
1
<0.1%
26.0
3
0.1%
28.0
1
<0.1%
30.0
12
0.5%
31.0
1
<0.1%
32.0
8
0.3%
33.0
3
0.1%
34.0
16
0.7%
35.0
19
0.8%
36.0
9
0.4%
37.0
7
0.3%
38.0
4
0.2%
LARGEST VALUES
313.0
2
<0.1%
200.0
1
<0.1%
195.0
1
<0.1%
182.0
1
<0.1%
174.0
2
<0.1%
168.0
1
<0.1%
160.0
3
0.1%
155.0
1
<0.1%
153.0
1
<0.1%
152.0
1
<0.1%
150.0
2
<0.1%
149.0
2
<0.1%
144.0
1
<0.1%
141.0
1
<0.1%
140.0
2
<0.1%
Lot Area
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Lot Frontage
0.49
1st Flr SF
0.33
Gr Liv Area
0.29
SalePrice
0.27
Total Bsmt SF
0.25
TotRms AbvGrd
0.22
Garage Area
0.21
MS SubClass
-0.20
BsmtFin SF 1
0.19
Wood Deck SF
0.16
Mas Vnr Area
0.13
Open Porch SF
0.10
Pool Area
0.09
BsmtFin SF 2
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Land Slope
0.47
Neighborhood
0.40
Lot Shape
0.32
Land Contour
0.32
Bldg Type
0.29
Fireplaces
0.29
MS Zoning
0.27
Bsmt Exposure
0.22
Roof Matl
0.21
Bsmt Full Bath
0.21
Fireplace Qu
0.19
Garage Cars
0.18
Garage Type
0.18
Lot Config
0.18
MOST FREQUENT VALUES
9600
44
1.5%
7200
43
1.5%
6000
34
1.2%
9000
29
1.0%
10800
25
0.9%
8400
21
0.7%
7500
21
0.7%
6240
18
0.6%
1680
18
0.6%
6120
17
0.6%
7000
13
0.4%
9750
12
0.4%
8125
12
0.4%
9100
12
0.4%
10400
11
0.4%
SMALLEST VALUES
1300
1
<0.1%
1470
1
<0.1%
1476
1
<0.1%
1477
2
<0.1%
1484
1
<0.1%
1488
1
<0.1%
1491
1
<0.1%
1495
1
<0.1%
1504
1
<0.1%
1526
2
<0.1%
1533
4
0.1%
1596
2
<0.1%
1612
1
<0.1%
1680
18
0.6%
1700
1
<0.1%
LARGEST VALUES
215245
1
<0.1%
164660
1
<0.1%
159000
1
<0.1%
115149
1
<0.1%
70761
1
<0.1%
63887
1
<0.1%
57200
1
<0.1%
56600
1
<0.1%
53504
1
<0.1%
53227
1
<0.1%
53107
1
<0.1%
51974
1
<0.1%
50271
1
<0.1%
50102
1
<0.1%
47280
1
<0.1%
Street
MISSING:
---
TOP CATEGORIES
Pave
2,918
>99%
Grvl
12
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Street
PROVIDES INFORMATION ON...
Utilities
0.16
MS Zoning
0.01
Land Slope
0.01
Paved Drive
0.01
Misc Feature
0.01
Exter Qual
0.01
Land Contour
0.01
Central Air
0.01
Sale Condition
0.00
Condition 1
0.00
Neighborhood
0.00
Sale Type
0.00
Kitchen Qual
0.00
Garage Type
0.00

THESE FEATURES
GIVE INFORMATION
ON Street:
Neighborhood
0.37
MS Zoning
0.28
Exter Qual
0.20
Overall Qual
0.13
Sale Condition
0.12
Garage Type
0.12
Paved Drive
0.12
Kitchen Qual
0.11
Exterior 1st
0.11
Exterior 2nd
0.10
Land Contour
0.09
Condition 1
0.09
Foundation
0.08
Full Bath
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Street
CORRELATION RATIO WITH...
Lot Area
0.13
Year Remod/Add
0.08
Year Built
0.06
SalePrice
0.06
Gr Liv Area
0.06
PID
0.06
TotRms AbvGrd
0.05
Enclosed Porch
0.04
2nd Flr SF
0.04
Garage Yr Blt
0.03
Total Bsmt SF
0.03
1st Flr SF
0.03
Lot Frontage
0.03
Mas Vnr Area
0.02
Alley
MISSING:
2,732
(93%)
TOP CATEGORIES
Grvl
120
61%
Pave
78
39%
ALL
198
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Alley
PROVIDES INFORMATION ON...
MS Zoning
0.12
Paved Drive
0.05
Neighborhood
0.04
Garage Type
0.04
Heating
0.04
Central Air
0.04
Foundation
0.03
Bldg Type
0.03
Electrical
0.03
Garage Cond
0.03
Garage Qual
0.03
Bsmt Qual
0.02
Garage Finish
0.02
Exterior 1st
0.02

THESE FEATURES
GIVE INFORMATION
ON Alley:
Neighborhood
0.44
MS Zoning
0.29
Garage Type
0.15
Exterior 2nd
0.13
Exterior 1st
0.13
Foundation
0.12
Garage Finish
0.09
Bsmt Qual
0.08
BsmtFin Type 1
0.08
Bldg Type
0.08
House Style
0.07
Overall Cond
0.06
Paved Drive
0.06
Overall Qual
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Alley
CORRELATION RATIO WITH...
Year Built
0.35
Enclosed Porch
0.19
MS SubClass
0.19
PID
0.16
BsmtFin SF 1
0.15
SalePrice
0.15
Year Remod/Add
0.15
1st Flr SF
0.14
Total Bsmt SF
0.13
Open Porch SF
0.12
Wood Deck SF
0.11
Garage Area
0.11
Garage Yr Blt
0.11
2nd Flr SF
0.11
Lot Shape
MISSING:
---
TOP CATEGORIES
Reg
1,859
63%
IR1
979
33%
IR2
76
3%
IR3
16
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Lot Shape
PROVIDES INFORMATION ON...
Lot Config
0.09
MS Zoning
0.06
Pool QC
0.06
Roof Matl
0.05
Utilities
0.05
Paved Drive
0.04
Garage Type
0.04
Neighborhood
0.04
Land Contour
0.04
Bsmt Qual
0.04
Alley
0.04
Condition 2
0.04
Central Air
0.04
Garage Qual
0.04

THESE FEATURES
GIVE INFORMATION
ON Lot Shape:
Neighborhood
0.16
Lot Config
0.09
Garage Type
0.06
Bsmt Qual
0.06
Garage Finish
0.06
MS Zoning
0.06
Overall Qual
0.05
Garage Cars
0.05
Foundation
0.04
Exterior 2nd
0.04
Fireplace Qu
0.04
Exter Qual
0.03
Full Bath
0.03
Exterior 1st
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Lot Shape
CORRELATION RATIO WITH...
Lot Area
0.32
SalePrice
0.30
Year Built
0.29
Gr Liv Area
0.22
Total Bsmt SF
0.21
Garage Area
0.21
Year Remod/Add
0.21
1st Flr SF
0.21
Lot Frontage
0.19
BsmtFin SF 1
0.18
Wood Deck SF
0.18
PID
0.14
TotRms AbvGrd
0.13
Garage Yr Blt
0.12
Land Contour
MISSING:
---
TOP CATEGORIES
Lvl
2,633
90%
HLS
120
4%
Bnk
117
4%
Low
60
2%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Land Contour
PROVIDES INFORMATION ON...
Land Slope
0.38
Roof Matl
0.12
Street
0.09
Utilities
0.08
Pool QC
0.07
Condition 2
0.07
Neighborhood
0.04
Bsmt Exposure
0.03
Central Air
0.03
Lot Shape
0.02
Exter Qual
0.02
Roof Style
0.02
Bsmt Qual
0.02
Sale Condition
0.02

THESE FEATURES
GIVE INFORMATION
ON Land Contour:
Neighborhood
0.27
Land Slope
0.18
Bsmt Exposure
0.08
Overall Qual
0.06
Exterior 2nd
0.05
Exterior 1st
0.05
Bsmt Qual
0.05
Exter Qual
0.04
Lot Shape
0.04
Garage Finish
0.04
Foundation
0.04
House Style
0.03
Fireplace Qu
0.03
BsmtFin Type 1
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Land Contour
CORRELATION RATIO WITH...
Lot Area
0.32
SalePrice
0.21
PID
0.21
Year Built
0.21
Wood Deck SF
0.14
BsmtFin SF 1
0.13
Year Remod/Add
0.13
Garage Area
0.12
Low Qual Fin SF
0.12
1st Flr SF
0.11
Total Bsmt SF
0.11
TotRms AbvGrd
0.10
Gr Liv Area
0.10
Bsmt Unf SF
0.09
Utilities
MISSING:
---
TOP CATEGORIES
AllPub
2,927
>99%
NoSewr
2
<1%
NoSeWa
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Utilities
PROVIDES INFORMATION ON...
Street
0.05
Electrical
0.01
Functional
0.01
Bsmt Half Bath
0.00
Sale Type
0.00
Misc Feature
0.00
MS Zoning
0.00
BsmtFin Type 2
0.00
Overall Cond
0.00
Lot Config
0.00
Central Air
0.00
Exter Cond
0.00
Bsmt Cond
0.00
Exter Qual
0.00

THESE FEATURES
GIVE INFORMATION
ON Utilities:
Overall Cond
0.37
Neighborhood
0.34
Electrical
0.32
Sale Type
0.27
Overall Qual
0.27
Exterior 2nd
0.26
MS Zoning
0.26
Functional
0.24
Exterior 1st
0.23
BsmtFin Type 2
0.22
Lot Config
0.21
Garage Type
0.19
BsmtFin Type 1
0.18
House Style
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Utilities
CORRELATION RATIO WITH...
Screen Porch
0.07
Lot Area
0.06
Mas Vnr Area
0.05
Year Remod/Add
0.05
Mo Sold
0.04
Year Built
0.04
BsmtFin SF 2
0.03
SalePrice
0.03
Lot Frontage
0.03
BsmtFin SF 1
0.03
MS SubClass
0.03
2nd Flr SF
0.03
Open Porch SF
0.02
Enclosed Porch
0.02
Lot Config
MISSING:
---
TOP CATEGORIES
Inside
2,140
73%
Corner
511
17%
CulDSac
180
6%
FR2
85
3%
FR3
14
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Lot Config
PROVIDES INFORMATION ON...
Utilities
0.21
Lot Shape
0.09
Condition 2
0.07
Pool QC
0.06
Roof Matl
0.06
Condition 1
0.04
Alley
0.03
Bldg Type
0.03
Heating
0.02
MS Zoning
0.02
Neighborhood
0.02
Central Air
0.02
Garage Cond
0.02
Land Slope
0.02

THESE FEATURES
GIVE INFORMATION
ON Lot Config:
Lot Shape
0.09
Neighborhood
0.07
Condition 1
0.03
Exterior 2nd
0.03
Bsmt Qual
0.02
Bldg Type
0.02
MS Zoning
0.02
Exterior 1st
0.02
BsmtFin Type 1
0.02
Garage Type
0.02
Garage Cars
0.01
House Style
0.01
Bsmt Exposure
0.01
Fireplace Qu
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Lot Config
CORRELATION RATIO WITH...
Lot Frontage
0.24
Lot Area
0.18
Year Built
0.15
SalePrice
0.14
Garage Area
0.11
1st Flr SF
0.11
BsmtFin SF 1
0.10
MS SubClass
0.10
Gr Liv Area
0.10
Wood Deck SF
0.10
Year Remod/Add
0.10
Total Bsmt SF
0.08
Bsmt Unf SF
0.07
Enclosed Porch
0.07
Land Slope
MISSING:
---
TOP CATEGORIES
Gtl
2,789
95%
Mod
125
4%
Sev
16
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Land Slope
PROVIDES INFORMATION ON...
Land Contour
0.18
Roof Matl
0.11
Street
0.07
Bsmt Exposure
0.02
Heating
0.02
Roof Style
0.02
Pool QC
0.01
Neighborhood
0.01
Functional
0.01
Fireplaces
0.01
Bsmt Full Bath
0.01
Bsmt Half Bath
0.01
Lot Shape
0.01
Condition 2
0.01

THESE FEATURES
GIVE INFORMATION
ON Land Slope:
Land Contour
0.38
Neighborhood
0.19
Bsmt Exposure
0.12
Exterior 1st
0.06
Exterior 2nd
0.05
Roof Matl
0.05
Fireplaces
0.05
Roof Style
0.05
Overall Qual
0.04
Bedroom AbvGr
0.04
Bsmt Full Bath
0.03
Lot Shape
0.03
Garage Type
0.02
BsmtFin Type 1
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Land Slope
CORRELATION RATIO WITH...
Lot Area
0.47
PID
0.14
BsmtFin SF 1
0.12
Bsmt Unf SF
0.11
BsmtFin SF 2
0.10
Wood Deck SF
0.09
Screen Porch
0.07
1st Flr SF
0.07
SalePrice
0.07
TotRms AbvGrd
0.05
Lot Frontage
0.05
Total Bsmt SF
0.05
Year Remod/Add
0.05
Year Built
0.04
Neighborhood
MISSING:
---
TOP CATEGORIES
NAmes
443
15%
CollgCr
267
9%
OldTown
239
8%
Edwards
194
7%
Somerst
182
6%
NridgHt
166
6%
Gilbert
165
6%
Sawyer
151
5%
NWAmes
131
4%
SawyerW
125
4%
Mitchel
114
4%
BrkSide
108
4%
Crawfor
103
4%
IDOTRR
93
3%
Timber
72
2%
NoRidge
71
2%
StoneBr
51
2%
(Other)
255
9%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Neighborhood
PROVIDES INFORMATION ON...
MS Zoning
0.69
Alley
0.44
Foundation
0.44
Exter Qual
0.43
Bsmt Qual
0.41
Street
0.37
Bldg Type
0.36
Utilities
0.34
Paved Drive
0.31
Full Bath
0.30
Kitchen Qual
0.30
Garage Cars
0.29
Condition 2
0.29
Garage Type
0.28

THESE FEATURES
GIVE INFORMATION
ON Neighborhood:
Exterior 2nd
0.18
Exterior 1st
0.18
MS Zoning
0.17
Overall Qual
0.17
Bsmt Qual
0.16
Foundation
0.16
Exter Qual
0.12
Garage Cars
0.11
Garage Type
0.11
Garage Finish
0.10
BsmtFin Type 1
0.10
Kitchen Qual
0.10
House Style
0.10
Overall Cond
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
CORRELATION RATIO WITH...
PID
0.92
Year Built
0.88
SalePrice
0.76
Year Remod/Add
0.65
Garage Area
0.58
Total Bsmt SF
0.54
1st Flr SF
0.54
MS SubClass
0.53
Mas Vnr Area
0.53
Gr Liv Area
0.53
2nd Flr SF
0.45
Lot Area
0.40
TotRms AbvGrd
0.40
BsmtFin SF 1
0.39
Condition 1
MISSING:
---
TOP CATEGORIES
Norm
2,522
86%
Feedr
164
6%
Artery
92
3%
RRAn
50
2%
PosN
39
1%
RRAe
28
<1%
PosA
20
<1%
RRNn
9
<1%
RRNe
6
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition 1
PROVIDES INFORMATION ON...
Condition 2
0.46
Street
0.09
Pool QC
0.09
Roof Matl
0.08
Utilities
0.07
Neighborhood
0.05
Paved Drive
0.04
Bsmt Qual
0.04
Bldg Type
0.03
Lot Config
0.03
Alley
0.03
Kitchen AbvGr
0.03
Electrical
0.03
MS Zoning
0.03

THESE FEATURES
GIVE INFORMATION
ON Condition 1:
Neighborhood
0.22
Bsmt Qual
0.06
Exterior 2nd
0.06
Exterior 1st
0.06
Overall Qual
0.06
Condition 2
0.05
Garage Type
0.05
Garage Finish
0.04
Lot Config
0.04
Exter Qual
0.04
House Style
0.04
Bldg Type
0.04
Foundation
0.04
MS Zoning
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition 1
CORRELATION RATIO WITH...
Year Built
0.27
SalePrice
0.21
Year Remod/Add
0.18
1st Flr SF
0.16
PID
0.14
Gr Liv Area
0.14
Total Bsmt SF
0.14
Garage Area
0.13
Mas Vnr Area
0.13
Enclosed Porch
0.13
Lot Frontage
0.11
BsmtFin SF 1
0.11
Garage Yr Blt
0.11
TotRms AbvGrd
0.10
Condition 2
MISSING:
---
TOP CATEGORIES
Norm
2,900
99%
Feedr
13
<1%
Artery
5
<1%
PosA
4
<1%
PosN
4
<1%
RRNn
2
<1%
RRAe
1
<1%
RRAn
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition 2
PROVIDES INFORMATION ON...
Condition 1
0.05
Kitchen AbvGr
0.02
Misc Feature
0.02
Exter Qual
0.02
Land Contour
0.01
Roof Style
0.01
Kitchen Qual
0.01
Overall Qual
0.01
Garage Qual
0.01
Bsmt Qual
0.01
Bldg Type
0.01
Neighborhood
0.01
Garage Type
0.01
Sale Condition
0.01

THESE FEATURES
GIVE INFORMATION
ON Condition 2:
Condition 1
0.46
Neighborhood
0.29
Overall Qual
0.21
Exter Qual
0.18
Bsmt Qual
0.13
Kitchen Qual
0.13
Fireplace Qu
0.11
Overall Cond
0.11
Exterior 1st
0.11
Exterior 2nd
0.10
Garage Type
0.10
BsmtFin Type 1
0.10
Bsmt Exposure
0.09
Roof Style
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition 2
CORRELATION RATIO WITH...
Misc Val
0.27
SalePrice
0.16
1st Flr SF
0.15
Total Bsmt SF
0.14
Gr Liv Area
0.12
BsmtFin SF 1
0.12
Garage Area
0.10
Year Built
0.10
TotRms AbvGrd
0.10
Open Porch SF
0.10
Mas Vnr Area
0.10
Lot Frontage
0.08
Year Remod/Add
0.07
Low Qual Fin SF
0.07
Bldg Type
MISSING:
---
TOP CATEGORIES
1Fam
2,425
83%
TwnhsE
233
8%
Duplex
109
4%
Twnhs
101
3%
2fmCon
62
2%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bldg Type
PROVIDES INFORMATION ON...
Kitchen AbvGr
0.73
Bedroom AbvGr
0.11
Central Air
0.10
Heating
0.08
Neighborhood
0.08
MS Zoning
0.08
Alley
0.08
Condition 2
0.07
Garage Cond
0.06
Exter Qual
0.06
Garage Qual
0.06
Bsmt Qual
0.06
Bsmt Cond
0.05
Half Bath
0.05

THESE FEATURES
GIVE INFORMATION
ON Bldg Type:
Neighborhood
0.36
Kitchen AbvGr
0.21
Bedroom AbvGr
0.19
Exterior 2nd
0.10
Bsmt Qual
0.09
MS Zoning
0.09
Exterior 1st
0.08
Overall Qual
0.08
Exter Qual
0.08
Garage Finish
0.08
Garage Type
0.08
Foundation
0.08
Garage Cars
0.08
House Style
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bldg Type
CORRELATION RATIO WITH...
MS SubClass
0.86
TotRms AbvGrd
0.33
Year Built
0.31
Lot Frontage
0.29
Lot Area
0.29
Garage Yr Blt
0.26
Year Remod/Add
0.23
1st Flr SF
0.21
SalePrice
0.19
PID
0.17
Enclosed Porch
0.15
Total Bsmt SF
0.15
Gr Liv Area
0.14
Garage Area
0.14
House Style
MISSING:
---
TOP CATEGORIES
1Story
1,481
51%
2Story
873
30%
1.5Fin
314
11%
SLvl
128
4%
SFoyer
83
3%
2.5Unf
24
<1%
1.5Unf
19
<1%
2.5Fin
8
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
House Style
PROVIDES INFORMATION ON...
Half Bath
0.32
Utilities
0.18
Garage Type
0.12
Pool QC
0.11
Bedroom AbvGr
0.11
Foundation
0.10
Neighborhood
0.10
Heating
0.10
Full Bath
0.09
Condition 2
0.08
MS Zoning
0.08
Bsmt Qual
0.08
Bsmt Exposure
0.08
Alley
0.07

THESE FEATURES
GIVE INFORMATION
ON House Style:
Neighborhood
0.22
Half Bath
0.17
Bedroom AbvGr
0.11
Garage Type
0.10
Exterior 2nd
0.08
Foundation
0.08
Exterior 1st
0.08
Overall Qual
0.08
Bsmt Qual
0.07
Bsmt Exposure
0.07
BsmtFin Type 1
0.06
Full Bath
0.06
Garage Finish
0.06
Garage Cars
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
House Style
CORRELATION RATIO WITH...
2nd Flr SF
0.91
Gr Liv Area
0.53
TotRms AbvGrd
0.50
MS SubClass
0.49
Year Built
0.48
Low Qual Fin SF
0.47
1st Flr SF
0.41
Total Bsmt SF
0.36
Year Remod/Add
0.32
SalePrice
0.28
PID
0.28
BsmtFin SF 1
0.27
Bsmt Unf SF
0.25
Garage Area
0.23
Overall Qual
MISSING:
---
TOP CATEGORIES
5
825
28%
6
732
25%
7
602
21%
8
350
12%
4
226
8%
9
107
4%
3
40
1%
10
31
1%
2
13
<1%
1
4
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Overall Qual
PROVIDES INFORMATION ON...
Exter Qual
0.47
Kitchen Qual
0.34
Bsmt Qual
0.30
Utilities
0.27
Garage Cars
0.25
Full Bath
0.24
Pool QC
0.22
Condition 2
0.21
Foundation
0.20
Central Air
0.19
Neighborhood
0.17
Garage Finish
0.16
Garage Cond
0.16
Sale Type
0.15

THESE FEATURES
GIVE INFORMATION
ON Overall Qual:
Neighborhood
0.28
Exter Qual
0.23
Bsmt Qual
0.20
Kitchen Qual
0.19
Garage Cars
0.16
Foundation
0.12
Garage Finish
0.11
Full Bath
0.11
BsmtFin Type 1
0.11
Exterior 1st
0.10
Exterior 2nd
0.10
Fireplace Qu
0.09
Garage Type
0.09
Overall Cond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Overall Qual
CORRELATION RATIO WITH...
SalePrice
0.84
Year Built
0.61
Total Bsmt SF
0.59
Gr Liv Area
0.59
Year Remod/Add
0.59
Garage Area
0.58
1st Flr SF
0.54
Mas Vnr Area
0.49
TotRms AbvGrd
0.40
BsmtFin SF 1
0.36
Garage Yr Blt
0.32
Open Porch SF
0.31
2nd Flr SF
0.30
Bsmt Unf SF
0.29
Overall Cond
MISSING:
---
TOP CATEGORIES
5
1,654
56%
6
533
18%
7
390
13%
8
144
5%
4
101
3%
3
50
2%
9
41
1%
2
10
<1%
1
7
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Overall Cond
PROVIDES INFORMATION ON...
Utilities
0.37
Exter Cond
0.20
Exter Qual
0.16
Foundation
0.16
Bsmt Qual
0.15
Heating
0.12
Full Bath
0.11
Paved Drive
0.11
Central Air
0.11
Condition 2
0.11
Sale Type
0.10
Garage Cars
0.09
Overall Qual
0.09
Functional
0.09

THESE FEATURES
GIVE INFORMATION
ON Overall Cond:
Neighborhood
0.19
Bsmt Qual
0.13
Foundation
0.13
Overall Qual
0.12
Exter Qual
0.10
Exterior 1st
0.10
Exterior 2nd
0.09
Garage Cars
0.08
Garage Finish
0.07
Full Bath
0.07
BsmtFin Type 1
0.07
Exter Cond
0.07
Kitchen Qual
0.06
Garage Type
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Overall Cond
CORRELATION RATIO WITH...
Year Built
0.63
Year Remod/Add
0.43
SalePrice
0.39
Garage Area
0.33
Total Bsmt SF
0.29
Gr Liv Area
0.23
Garage Yr Blt
0.23
PID
0.23
1st Flr SF
0.22
Mas Vnr Area
0.22
Bsmt Unf SF
0.19
Enclosed Porch
0.19
Open Porch SF
0.17
BsmtFin SF 1
0.16
Year Built
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Garage Yr Blt
0.83
Year Remod/Add
0.61
SalePrice
0.56
Garage Area
0.48
Total Bsmt SF
0.41
Enclosed Porch
-0.37
PID
-0.34
Mas Vnr Area
0.31
1st Flr SF
0.31
BsmtFin SF 1
0.28
Gr Liv Area
0.24
Wood Deck SF
0.23
Open Porch SF
0.20
Low Qual Fin SF
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.88
Bsmt Qual
0.77
Foundation
0.76
Exterior 1st
0.66
Exterior 2nd
0.65
Garage Finish
0.63
Overall Cond
0.63
Exter Qual
0.62
Overall Qual
0.61
Garage Type
0.61
Garage Cars
0.57
Kitchen Qual
0.55
BsmtFin Type 1
0.52
Full Bath
0.51
MOST FREQUENT VALUES
2005
142
4.8%
2006
138
4.7%
2007
109
3.7%
2004
99
3.4%
2003
88
3.0%
1977
57
1.9%
1920
57
1.9%
1976
54
1.8%
1999
52
1.8%
2008
49
1.7%
1958
48
1.6%
2000
48
1.6%
1998
47
1.6%
2002
47
1.6%
1968
45
1.5%
SMALLEST VALUES
1872
1
<0.1%
1875
1
<0.1%
1879
1
<0.1%
1880
5
0.2%
1882
1
<0.1%
1885
2
<0.1%
1890
7
0.2%
1892
2
<0.1%
1893
1
<0.1%
1895
3
0.1%
1896
1
<0.1%
1898
1
<0.1%
1900
29
1.0%
1901
2
<0.1%
1902
1
<0.1%
LARGEST VALUES
2010
3
0.1%
2009
25
0.9%
2008
49
1.7%
2007
109
3.7%
2006
138
4.7%
2005
142
4.8%
2004
99
3.4%
2003
88
3.0%
2002
47
1.6%
2001
35
1.2%
2000
48
1.6%
1999
52
1.8%
1998
47
1.6%
1997
35
1.2%
1996
34
1.2%
Year Remod/Add
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Garage Yr Blt
0.65
Year Built
0.61
SalePrice
0.53
Garage Area
0.38
Gr Liv Area
0.32
Total Bsmt SF
0.30
1st Flr SF
0.24
Open Porch SF
0.24
Enclosed Porch
-0.22
Wood Deck SF
0.22
TotRms AbvGrd
0.20
Mas Vnr Area
0.20
Bsmt Unf SF
0.16
2nd Flr SF
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.65
Kitchen Qual
0.64
Exter Qual
0.62
Bsmt Qual
0.61
Foundation
0.59
Overall Qual
0.59
Exterior 1st
0.57
Exterior 2nd
0.56
Heating QC
0.55
BsmtFin Type 1
0.50
Full Bath
0.47
Garage Finish
0.47
Garage Cars
0.47
Overall Cond
0.43
MOST FREQUENT VALUES
1950
361
12.3%
2006
202
6.9%
2007
164
5.6%
2005
141
4.8%
2004
111
3.8%
2000
104
3.5%
2003
99
3.4%
2002
82
2.8%
2008
81
2.8%
1998
79
2.7%
1999
60
2.0%
1996
59
2.0%
1995
56
1.9%
1994
54
1.8%
1997
49
1.7%
SMALLEST VALUES
1950
361
12.3%
1951
14
0.5%
1952
15
0.5%
1953
20
0.7%
1954
28
1.0%
1955
25
0.9%
1956
30
1.0%
1957
20
0.7%
1958
34
1.2%
1959
30
1.0%
1960
29
1.0%
1961
24
0.8%
1962
26
0.9%
1963
30
1.0%
1964
26
0.9%
LARGEST VALUES
2010
13
0.4%
2009
34
1.2%
2008
81
2.8%
2007
164
5.6%
2006
202
6.9%
2005
141
4.8%
2004
111
3.8%
2003
99
3.4%
2002
82
2.8%
2001
49
1.7%
2000
104
3.5%
1999
60
2.0%
1998
79
2.7%
1997
49
1.7%
1996
59
2.0%
Roof Style
MISSING:
---
TOP CATEGORIES
Gable
2,321
79%
Hip
551
19%
Gambrel
22
<1%
Flat
20
<1%
Mansard
11
<1%
Shed
5
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Roof Style
PROVIDES INFORMATION ON...
Roof Matl
0.46
Condition 2
0.09
Pool QC
0.05
Land Slope
0.05
Bsmt Qual
0.05
Heating
0.04
Exter Qual
0.04
Mas Vnr Type
0.04
House Style
0.03
Kitchen Qual
0.03
Utilities
0.03
Neighborhood
0.03
Overall Qual
0.03
Land Contour
0.03

THESE FEATURES
GIVE INFORMATION
ON Roof Style:
Neighborhood
0.14
Bsmt Qual
0.09
Overall Qual
0.08
Roof Matl
0.07
House Style
0.07
Exterior 2nd
0.06
Mas Vnr Type
0.06
Exter Qual
0.05
Exterior 1st
0.05
Kitchen Qual
0.05
Garage Cars
0.05
Foundation
0.04
Garage Type
0.04
Fireplace Qu
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Roof Style
CORRELATION RATIO WITH...
1st Flr SF
0.35
Total Bsmt SF
0.31
Mas Vnr Area
0.30
SalePrice
0.28
BsmtFin SF 1
0.24
Garage Area
0.19
Year Built
0.17
Gr Liv Area
0.16
2nd Flr SF
0.16
BsmtFin SF 2
0.15
Lot Area
0.15
TotRms AbvGrd
0.15
MS SubClass
0.14
PID
0.14
Roof Matl
MISSING:
---
TOP CATEGORIES
CompShg
2,887
99%
Tar&Grv
23
<1%
WdShake
9
<1%
WdShngl
7
<1%
Membran
1
<1%
ClyTile
1
<1%
Roll
1
<1%
Metal
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Roof Matl
PROVIDES INFORMATION ON...
Pool QC
0.10
Roof Style
0.07
Land Slope
0.05
Land Contour
0.03
Kitchen AbvGr
0.02
Functional
0.01
Bsmt Exposure
0.01
Exterior 1st
0.01
Bsmt Half Bath
0.01
Fireplaces
0.01
Condition 1
0.01
Garage Cond
0.01
Exterior 2nd
0.01
BsmtFin Type 2
0.01

THESE FEATURES
GIVE INFORMATION
ON Roof Matl:
Roof Style
0.46
Neighborhood
0.27
Exterior 1st
0.25
Exterior 2nd
0.23
Bsmt Exposure
0.14
Land Contour
0.12
Fireplaces
0.11
Overall Qual
0.11
Bedroom AbvGr
0.11
Land Slope
0.11
Garage Type
0.08
Fireplace Qu
0.08
BsmtFin Type 2
0.08
Condition 1
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Roof Matl
CORRELATION RATIO WITH...
Pool Area
0.26
Total Bsmt SF
0.22
BsmtFin SF 1
0.22
1st Flr SF
0.21
Lot Area
0.21
Gr Liv Area
0.20
BsmtFin SF 2
0.16
Lot Frontage
0.15
SalePrice
0.13
Wood Deck SF
0.12
Garage Area
0.11
TotRms AbvGrd
0.11
Mas Vnr Area
0.10
3Ssn Porch
0.09
Exterior 1st
MISSING:
---
TOP CATEGORIES
VinylSd
1,026
35%
MetalSd
450
15%
HdBoard
442
15%
Wd Sdng
420
14%
Plywood
221
8%
CemntBd
126
4%
BrkFace
88
3%
WdShing
56
2%
AsbShng
44
2%
Stucco
43
1%
BrkComm
6
<1%
AsphShn
2
<1%
CBlock
2
<1%
Stone
2
<1%
PreCast
1
<1%
ImStucc
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior 1st
PROVIDES INFORMATION ON...
Exterior 2nd
0.80
Roof Matl
0.25
Foundation
0.24
Utilities
0.23
Heating
0.21
Pool QC
0.20
Exter Qual
0.20
Neighborhood
0.18
Bsmt Qual
0.17
Central Air
0.16
Electrical
0.16
Sale Type
0.14
Heating QC
0.14
Kitchen Qual
0.14

THESE FEATURES
GIVE INFORMATION
ON Exterior 1st:
Exterior 2nd
0.82
Neighborhood
0.28
Foundation
0.14
Bsmt Qual
0.11
Overall Qual
0.10
Exter Qual
0.09
Heating QC
0.08
BsmtFin Type 1
0.08
Kitchen Qual
0.07
Overall Cond
0.07
Garage Cars
0.07
Garage Finish
0.06
Garage Type
0.06
House Style
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior 1st
CORRELATION RATIO WITH...
Year Built
0.66
Year Remod/Add
0.57
SalePrice
0.41
Garage Area
0.34
Enclosed Porch
0.29
Total Bsmt SF
0.29
1st Flr SF
0.25
Gr Liv Area
0.23
Bsmt Unf SF
0.23
PID
0.23
Garage Yr Blt
0.22
MS SubClass
0.21
BsmtFin SF 1
0.21
BsmtFin SF 2
0.21
Exterior 2nd
MISSING:
---
TOP CATEGORIES
VinylSd
1,015
35%
MetalSd
447
15%
HdBoard
406
14%
Wd Sdng
397
14%
Plywood
274
9%
CmentBd
126
4%
Wd Shng
81
3%
Stucco
47
2%
BrkFace
47
2%
AsbShng
38
1%
Brk Cmn
22
<1%
ImStucc
15
<1%
Stone
6
<1%
AsphShn
4
<1%
CBlock
3
<1%
PreCast
1
<1%
Other
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior 2nd
PROVIDES INFORMATION ON...
Exterior 1st
0.82
Utilities
0.26
Foundation
0.24
Roof Matl
0.23
Heating
0.22
Exter Qual
0.20
Pool QC
0.19
Neighborhood
0.18
Bsmt Qual
0.17
Electrical
0.15
Central Air
0.15
Sale Type
0.14
Heating QC
0.14
Kitchen Qual
0.14

THESE FEATURES
GIVE INFORMATION
ON Exterior 2nd:
Exterior 1st
0.80
Neighborhood
0.28
Foundation
0.13
Bsmt Qual
0.10
Overall Qual
0.09
Exter Qual
0.09
Heating QC
0.08
BsmtFin Type 1
0.08
Kitchen Qual
0.07
Overall Cond
0.06
Garage Type
0.06
Garage Cars
0.06
Garage Finish
0.06
House Style
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior 2nd
CORRELATION RATIO WITH...
Year Built
0.65
Year Remod/Add
0.56
SalePrice
0.41
Garage Area
0.34
Total Bsmt SF
0.29
Enclosed Porch
0.28
MS SubClass
0.25
1st Flr SF
0.24
Bsmt Unf SF
0.24
PID
0.23
Gr Liv Area
0.23
Open Porch SF
0.21
BsmtFin SF 1
0.20
Mas Vnr Area
0.20
Mas Vnr Type
MISSING:
1,775
(61%)
TOP CATEGORIES
BrkFace
880
76%
Stone
249
22%
BrkCmn
25
2%
CBlock
1
<1%
ALL
1,155
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Mas Vnr Type
PROVIDES INFORMATION ON...
Paved Drive
0.10
Exter Qual
0.09
Central Air
0.09
Utilities
0.09
Garage Cars
0.08
Bsmt Qual
0.07
Garage Qual
0.07
Neighborhood
0.07
Garage Cond
0.07
Condition 2
0.07
Foundation
0.07
Kitchen Qual
0.07
Garage Type
0.06
Overall Qual
0.06

THESE FEATURES
GIVE INFORMATION
ON Mas Vnr Type:
Neighborhood
0.23
Overall Qual
0.12
Garage Cars
0.10
Bsmt Qual
0.09
Exterior 1st
0.09
Exter Qual
0.08
Exterior 2nd
0.08
Garage Finish
0.08
Garage Type
0.08
Foundation
0.08
Kitchen Qual
0.07
Fireplace Qu
0.07
BsmtFin Type 1
0.06
Overall Cond
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Mas Vnr Type
CORRELATION RATIO WITH...
Mas Vnr Area
0.70
SalePrice
0.44
Year Built
0.42
Total Bsmt SF
0.39
Garage Area
0.37
1st Flr SF
0.37
BsmtFin SF 1
0.28
Gr Liv Area
0.27
Year Remod/Add
0.27
PID
0.24
TotRms AbvGrd
0.20
Garage Yr Blt
0.17
Enclosed Porch
0.15
Wood Deck SF
0.15
Mas Vnr Area
MISSING:
23
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.51
Gr Liv Area
0.40
Total Bsmt SF
0.40
1st Flr SF
0.40
Garage Area
0.37
Year Built
0.31
BsmtFin SF 1
0.30
TotRms AbvGrd
0.28
Garage Yr Blt
0.25
PID
-0.23
Lot Frontage
0.22
Year Remod/Add
0.20
Wood Deck SF
0.17
Open Porch SF
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Mas Vnr Type
0.70
Neighborhood
0.53
Overall Qual
0.49
Garage Cars
0.42
Exter Qual
0.41
Bsmt Qual
0.39
Kitchen Qual
0.35
Fireplace Qu
0.31
Roof Style
0.30
Garage Finish
0.28
Fireplaces
0.28
Full Bath
0.26
Garage Type
0.25
BsmtFin Type 1
0.25
MOST FREQUENT VALUES
0.0
1,748
60.1%
120.0
15
0.5%
200.0
13
0.4%
176.0
13
0.4%
180.0
12
0.4%
216.0
12
0.4%
16.0
11
0.4%
144.0
11
0.4%
72.0
11
0.4%
108.0
11
0.4%
340.0
10
0.3%
128.0
9
0.3%
80.0
9
0.3%
210.0
9
0.3%
196.0
9
0.3%
SMALLEST VALUES
0.0
1,748
60.1%
1.0
3
0.1%
3.0
1
<0.1%
11.0
1
<0.1%
14.0
4
0.1%
16.0
11
0.4%
18.0
3
0.1%
20.0
4
0.1%
22.0
2
<0.1%
23.0
4
0.1%
24.0
2
<0.1%
27.0
1
<0.1%
28.0
2
<0.1%
30.0
4
0.1%
31.0
1
<0.1%
LARGEST VALUES
1600.0
1
<0.1%
1378.0
1
<0.1%
1290.0
1
<0.1%
1224.0
2
<0.1%
1170.0
1
<0.1%
1159.0
1
<0.1%
1129.0
1
<0.1%
1115.0
1
<0.1%
1110.0
1
<0.1%
1095.0
1
<0.1%
1050.0
1
<0.1%
1047.0
1
<0.1%
1031.0
1
<0.1%
975.0
1
<0.1%
970.0
1
<0.1%
Exter Qual
MISSING:
---
TOP CATEGORIES
TA
1,799
61%
Gd
989
34%
Ex
107
4%
Fa
35
1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exter Qual
PROVIDES INFORMATION ON...
Kitchen Qual
0.36
Bsmt Qual
0.25
Overall Qual
0.23
Foundation
0.21
Street
0.20
Full Bath
0.19
Condition 2
0.18
Garage Cars
0.17
Heating QC
0.16
Utilities
0.16
Sale Type
0.15
Central Air
0.14
Garage Finish
0.13
Neighborhood
0.12

THESE FEATURES
GIVE INFORMATION
ON Exter Qual:
Overall Qual
0.47
Neighborhood
0.43
Kitchen Qual
0.42
Bsmt Qual
0.35
Foundation
0.27
Garage Cars
0.23
Heating QC
0.22
Exterior 1st
0.20
Exterior 2nd
0.20
Garage Finish
0.20
BsmtFin Type 1
0.19
Full Bath
0.18
Overall Cond
0.16
Garage Type
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exter Qual
CORRELATION RATIO WITH...
SalePrice
0.71
Year Built
0.62
Year Remod/Add
0.62
Garage Area
0.50
Total Bsmt SF
0.49
Gr Liv Area
0.44
1st Flr SF
0.43
Mas Vnr Area
0.41
BsmtFin SF 1
0.29
Open Porch SF
0.29
TotRms AbvGrd
0.27
Bsmt Unf SF
0.26
Garage Yr Blt
0.26
PID
0.22
Exter Cond
MISSING:
---
TOP CATEGORIES
TA
2,549
87%
Gd
299
10%
Fa
67
2%
Ex
12
<1%
Po
3
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exter Cond
PROVIDES INFORMATION ON...
Utilities
0.10
Overall Cond
0.07
Central Air
0.06
Bsmt Cond
0.05
Paved Drive
0.05
Heating
0.05
Garage Cond
0.05
Exter Qual
0.04
Condition 2
0.04
Street
0.04
Functional
0.03
Pool QC
0.03
Electrical
0.03
Garage Qual
0.03

THESE FEATURES
GIVE INFORMATION
ON Exter Cond:
Overall Cond
0.20
Neighborhood
0.13
Exter Qual
0.07
Overall Qual
0.06
Bsmt Qual
0.06
Foundation
0.06
Exterior 1st
0.05
Bsmt Cond
0.05
Garage Cars
0.05
Garage Finish
0.04
Garage Type
0.04
Exterior 2nd
0.04
MS Zoning
0.04
Paved Drive
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exter Cond
CORRELATION RATIO WITH...
Year Built
0.29
Garage Yr Blt
0.18
SalePrice
0.16
Year Remod/Add
0.16
PID
0.15
Garage Area
0.13
Enclosed Porch
0.13
Total Bsmt SF
0.13
Bsmt Unf SF
0.11
BsmtFin SF 2
0.08
BsmtFin SF 1
0.08
Mas Vnr Area
0.07
1st Flr SF
0.07
Open Porch SF
0.07
Foundation
MISSING:
---
TOP CATEGORIES
PConc
1,310
45%
CBlock
1,244
42%
BrkTil
311
11%
Slab
49
2%
Stone
11
<1%
Wood
5
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Foundation
PROVIDES INFORMATION ON...
Bsmt Qual
0.30
Exter Qual
0.27
Heating
0.23
Bsmt Cond
0.19
Kitchen Qual
0.18
Full Bath
0.17
Central Air
0.17
Heating QC
0.16
Neighborhood
0.16
BsmtFin Type 1
0.16
BsmtFin Type 2
0.14
MS Zoning
0.14
Sale Type
0.14
Garage Cars
0.14

THESE FEATURES
GIVE INFORMATION
ON Foundation:
Neighborhood
0.44
Bsmt Qual
0.33
BsmtFin Type 1
0.25
Exterior 1st
0.24
Exterior 2nd
0.24
Exter Qual
0.21
Overall Qual
0.20
Kitchen Qual
0.17
Heating QC
0.17
Overall Cond
0.16
Garage Finish
0.15
Garage Cars
0.15
Full Bath
0.13
Garage Type
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
CORRELATION RATIO WITH...
Year Built
0.76
Year Remod/Add
0.59
SalePrice
0.53
Total Bsmt SF
0.44
Garage Area
0.40
Gr Liv Area
0.34
PID
0.31
Bsmt Unf SF
0.30
Enclosed Porch
0.28
BsmtFin SF 1
0.27
2nd Flr SF
0.27
Open Porch SF
0.25
1st Flr SF
0.25
Mas Vnr Area
0.24
Bsmt Qual
MISSING:
80
(3%)
TOP CATEGORIES
TA
1,283
45%
Gd
1,219
43%
Ex
258
9%
Fa
88
3%
Po
2
<1%
ALL
2,850
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bsmt Qual
PROVIDES INFORMATION ON...
Exter Qual
0.35
Bsmt Cond
0.33
Foundation
0.33
Kitchen Qual
0.24
BsmtFin Type 2
0.21
Full Bath
0.21
Overall Qual
0.20
Garage Cars
0.20
BsmtFin Type 1
0.19
Central Air
0.18
Bsmt Exposure
0.18
Neighborhood
0.16
Garage Finish
0.16
Sale Type
0.15

THESE FEATURES
GIVE INFORMATION
ON Bsmt Qual:
Neighborhood
0.41
Overall Qual
0.30
Foundation
0.30
BsmtFin Type 1
0.28
Exter Qual
0.25
Kitchen Qual
0.21
Garage Cars
0.20
Exterior 1st
0.17
Bsmt Exposure
0.17
Garage Finish
0.17
Exterior 2nd
0.17
Overall Cond
0.15
Full Bath
0.15
Bsmt Cond
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt Qual
CORRELATION RATIO WITH...
Year Built
0.77
SalePrice
0.72
Year Remod/Add
0.61
Total Bsmt SF
0.61
Garage Area
0.50
1st Flr SF
0.43
Gr Liv Area
0.42
Mas Vnr Area
0.39
BsmtFin SF 1
0.38
Wood Deck SF
0.27
Open Porch SF
0.27
TotRms AbvGrd
0.27
Enclosed Porch
0.25
Bsmt Unf SF
0.25
Bsmt Cond
MISSING:
80
(3%)
TOP CATEGORIES
TA
2,616
92%
Gd
122
4%
Fa
104
4%
Po
5
<1%
Ex
3
<1%
ALL
2,850
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bsmt Cond
PROVIDES INFORMATION ON...
BsmtFin Type 2
0.19
Bsmt Qual
0.13
Bsmt Exposure
0.12
Heating
0.12
Central Air
0.11
Utilities
0.10
BsmtFin Type 1
0.09
Foundation
0.09
Kitchen AbvGr
0.08
Functional
0.06
Paved Drive
0.06
Exter Cond
0.05
Garage Cond
0.05
Electrical
0.04

THESE FEATURES
GIVE INFORMATION
ON Bsmt Cond:
Bsmt Qual
0.33
BsmtFin Type 1
0.32
Bsmt Exposure
0.28
BsmtFin Type 2
0.28
Foundation
0.19
Neighborhood
0.14
Overall Qual
0.11
Exter Qual
0.07
Overall Cond
0.07
Exterior 2nd
0.06
Exterior 1st
0.06
Central Air
0.06
Kitchen Qual
0.06
Garage Type
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt Cond
CORRELATION RATIO WITH...
Total Bsmt SF
0.41
Year Built
0.28
SalePrice
0.23
Bsmt Unf SF
0.22
Year Remod/Add
0.20
BsmtFin SF 1
0.19
Garage Yr Blt
0.17
Garage Area
0.17
Wood Deck SF
0.14
PID
0.14
3Ssn Porch
0.13
Enclosed Porch
0.12
Mas Vnr Area
0.11
BsmtFin SF 2
0.09
Bsmt Exposure
MISSING:
83
(3%)
TOP CATEGORIES
No
1,906
67%
Av
418
15%
Gd
284
10%
Mn
239
8%
ALL
2,847
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bsmt Exposure
PROVIDES INFORMATION ON...
Bsmt Cond
0.28
BsmtFin Type 2
0.19
Bsmt Qual
0.17
Roof Matl
0.14
Land Slope
0.12
Utilities
0.12
BsmtFin Type 1
0.11
Heating
0.11
Pool QC
0.10
Foundation
0.10
Condition 2
0.09
Kitchen AbvGr
0.09
Bsmt Full Bath
0.09
Land Contour
0.08

THESE FEATURES
GIVE INFORMATION
ON Bsmt Exposure:
Bsmt Qual
0.18
BsmtFin Type 1
0.18
Neighborhood
0.13
Bsmt Cond
0.12
BsmtFin Type 2
0.12
Foundation
0.09
Overall Qual
0.08
House Style
0.08
Bsmt Full Bath
0.06
Exterior 2nd
0.05
Garage Cars
0.05
Garage Type
0.05
Exter Qual
0.05
Garage Finish
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt Exposure
CORRELATION RATIO WITH...
Total Bsmt SF
0.51
SalePrice
0.42
BsmtFin SF 1
0.42
1st Flr SF
0.34
Year Built
0.33
Garage Area
0.28
Wood Deck SF
0.27
Year Remod/Add
0.25
Bsmt Unf SF
0.23
Mas Vnr Area
0.23
Lot Area
0.22
Gr Liv Area
0.18
2nd Flr SF
0.16
BsmtFin SF 2
0.12
BsmtFin Type 1
MISSING:
80
(3%)
TOP CATEGORIES
GLQ
859
30%
Unf
851
30%
ALQ
429
15%
Rec
288
10%
BLQ
269
9%
LwQ
154
5%
ALL
2,850
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFin Type 1
PROVIDES INFORMATION ON...
BsmtFin Type 2
0.33
Bsmt Cond
0.32
Bsmt Full Bath
0.30
Bsmt Qual
0.28
Foundation
0.25
Exter Qual
0.19
Utilities
0.18
Bsmt Exposure
0.18
Heating
0.17
Central Air
0.14
Kitchen Qual
0.14
Paved Drive
0.13
Pool QC
0.12
Kitchen AbvGr
0.11

THESE FEATURES
GIVE INFORMATION
ON BsmtFin Type 1:
Bsmt Qual
0.19
Neighborhood
0.17
Foundation
0.16
BsmtFin Type 2
0.13
Bsmt Full Bath
0.13
Overall Qual
0.11
Bsmt Exposure
0.11
Exter Qual
0.10
Exterior 2nd
0.09
Bsmt Cond
0.09
Exterior 1st
0.09
Kitchen Qual
0.08
Garage Cars
0.06
Heating QC
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFin Type 1
CORRELATION RATIO WITH...
BsmtFin SF 1
0.72
Bsmt Unf SF
0.62
Year Built
0.52
Year Remod/Add
0.50
Total Bsmt SF
0.50
SalePrice
0.48
BsmtFin SF 2
0.35
Garage Area
0.33
1st Flr SF
0.26
Mas Vnr Area
0.25
Gr Liv Area
0.25
Wood Deck SF
0.23
2nd Flr SF
0.21
Open Porch SF
0.19
BsmtFin SF 1
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total Bsmt SF
0.54
Bsmt Unf SF
-0.48
1st Flr SF
0.46
SalePrice
0.43
Garage Area
0.31
Mas Vnr Area
0.30
Year Built
0.28
Wood Deck SF
0.22
Lot Frontage
0.22
Gr Liv Area
0.21
Garage Yr Blt
0.19
Lot Area
0.19
2nd Flr SF
-0.16
Year Remod/Add
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFin Type 1
0.72
Bsmt Full Bath
0.64
Bsmt Exposure
0.42
Neighborhood
0.39
Bsmt Qual
0.38
Overall Qual
0.36
Fireplaces
0.30
Kitchen Qual
0.30
Garage Type
0.30
Exter Qual
0.29
Mas Vnr Type
0.28
Foundation
0.27
House Style
0.27
Garage Cars
0.27
MOST FREQUENT VALUES
0.0
930
31.8%
24.0
27
0.9%
16.0
14
0.5%
300.0
9
0.3%
20.0
8
0.3%
600.0
8
0.3%
384.0
8
0.3%
288.0
8
0.3%
360.0
7
0.2%
375.0
7
0.2%
700.0
7
0.2%
456.0
7
0.2%
624.0
7
0.2%
936.0
7
0.2%
500.0
7
0.2%
SMALLEST VALUES
0.0
930
31.8%
2.0
1
<0.1%
16.0
14
0.5%
20.0
8
0.3%
24.0
27
0.9%
25.0
1
<0.1%
27.0
1
<0.1%
28.0
5
0.2%
32.0
1
<0.1%
33.0
1
<0.1%
35.0
1
<0.1%
36.0
4
0.1%
40.0
3
0.1%
41.0
1
<0.1%
42.0
1
<0.1%
LARGEST VALUES
5644.0
1
<0.1%
4010.0
1
<0.1%
2288.0
1
<0.1%
2260.0
1
<0.1%
2257.0
1
<0.1%
2188.0
1
<0.1%
2158.0
1
<0.1%
2146.0
1
<0.1%
2096.0
1
<0.1%
2085.0
1
<0.1%
1972.0
1
<0.1%
1965.0
1
<0.1%
1904.0
1
<0.1%
1880.0
1
<0.1%
1836.0
1
<0.1%
BsmtFin Type 2
MISSING:
81
(3%)
TOP CATEGORIES
Unf
2,499
88%
Rec
106
4%
LwQ
89
3%
BLQ
68
2%
ALQ
53
2%
GLQ
34
1%
ALL
2,849
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFin Type 2
PROVIDES INFORMATION ON...
Bsmt Cond
0.28
Utilities
0.22
Pool QC
0.14
BsmtFin Type 1
0.13
Bsmt Qual
0.12
Bsmt Exposure
0.12
Heating
0.11
Foundation
0.09
Kitchen AbvGr
0.09
Roof Matl
0.08
Central Air
0.06
Functional
0.06
Condition 2
0.05
Street
0.04

THESE FEATURES
GIVE INFORMATION
ON BsmtFin Type 2:
BsmtFin Type 1
0.33
Bsmt Qual
0.21
Bsmt Cond
0.19
Bsmt Exposure
0.19
Foundation
0.14
Neighborhood
0.13
Overall Qual
0.07
Exterior 2nd
0.06
Exterior 1st
0.06
Heating QC
0.04
Bsmt Full Bath
0.04
Exter Qual
0.04
Sale Type
0.03
Bldg Type
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFin Type 2
CORRELATION RATIO WITH...
BsmtFin SF 2
0.84
Total Bsmt SF
0.39
Bsmt Unf SF
0.35
Year Remod/Add
0.19
BsmtFin SF 1
0.18
SalePrice
0.18
2nd Flr SF
0.14
Wood Deck SF
0.13
Year Built
0.13
Garage Yr Blt
0.11
Pool Area
0.10
PID
0.10
Gr Liv Area
0.09
Garage Area
0.09
BsmtFin SF 2
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Bsmt Unf SF
-0.24
Wood Deck SF
0.10
2nd Flr SF
-0.10
Total Bsmt SF
0.09
1st Flr SF
0.08
Lot Area
0.08
MS SubClass
-0.07
Garage Yr Blt
-0.07
Screen Porch
0.06
Year Remod/Add
-0.06
BsmtFin SF 1
-0.05
TotRms AbvGrd
-0.05
Lot Frontage
0.05
Pool Area
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFin Type 2
0.84
BsmtFin Type 1
0.35
Neighborhood
0.25
Exterior 1st
0.21
Exterior 2nd
0.20
Bsmt Full Bath
0.17
Foundation
0.17
Roof Matl
0.16
Roof Style
0.15
Sale Type
0.14
House Style
0.13
Bsmt Exposure
0.12
Overall Qual
0.11
Bsmt Qual
0.11
MOST FREQUENT VALUES
0.0
2,578
88.0%
180.0
5
0.2%
294.0
5
0.2%
168.0
3
0.1%
539.0
3
0.1%
147.0
3
0.1%
72.0
3
0.1%
374.0
3
0.1%
144.0
3
0.1%
483.0
3
0.1%
435.0
3
0.1%
182.0
3
0.1%
162.0
3
0.1%
492.0
2
<0.1%
465.0
2
<0.1%
SMALLEST VALUES
0.0
2,578
88.0%
6.0
1
<0.1%
12.0
1
<0.1%
28.0
1
<0.1%
32.0
1
<0.1%
35.0
1
<0.1%
38.0
1
<0.1%
40.0
2
<0.1%
41.0
2
<0.1%
42.0
2
<0.1%
46.0
1
<0.1%
48.0
1
<0.1%
52.0
1
<0.1%
60.0
2
<0.1%
63.0
1
<0.1%
LARGEST VALUES
1526.0
1
<0.1%
1474.0
1
<0.1%
1393.0
1
<0.1%
1164.0
1
<0.1%
1127.0
1
<0.1%
1120.0
1
<0.1%
1085.0
1
<0.1%
1083.0
1
<0.1%
1080.0
1
<0.1%
1073.0
1
<0.1%
1063.0
1
<0.1%
1061.0
1
<0.1%
1057.0
1
<0.1%
1039.0
1
<0.1%
1037.0
1
<0.1%
Bsmt Unf SF
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFin SF 1
-0.48
Total Bsmt SF
0.41
1st Flr SF
0.30
TotRms AbvGrd
0.25
BsmtFin SF 2
-0.24
Gr Liv Area
0.24
SalePrice
0.18
Garage Yr Blt
0.17
Year Remod/Add
0.16
Garage Area
0.16
MS SubClass
-0.13
Year Built
0.13
Open Porch SF
0.12
Lot Frontage
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFin Type 1
0.62
Bsmt Full Bath
0.40
BsmtFin Type 2
0.35
Neighborhood
0.34
Foundation
0.30
Overall Qual
0.29
Full Bath
0.28
Exter Qual
0.26
Sale Condition
0.26
Sale Type
0.25
Bsmt Qual
0.25
House Style
0.25
Garage Cars
0.24
Exterior 2nd
0.24
MOST FREQUENT VALUES
0.0
244
8.3%
384.0
19
0.6%
728.0
14
0.5%
672.0
13
0.4%
600.0
12
0.4%
100.0
11
0.4%
572.0
11
0.4%
216.0
11
0.4%
816.0
11
0.4%
624.0
10
0.3%
270.0
10
0.3%
300.0
10
0.3%
280.0
9
0.3%
186.0
9
0.3%
264.0
9
0.3%
SMALLEST VALUES
0.0
244
8.3%
14.0
1
<0.1%
15.0
1
<0.1%
17.0
1
<0.1%
20.0
1
<0.1%
22.0
1
<0.1%
23.0
2
<0.1%
25.0
3
0.1%
26.0
1
<0.1%
27.0
1
<0.1%
28.0
1
<0.1%
29.0
1
<0.1%
30.0
6
0.2%
32.0
2
<0.1%
33.0
1
<0.1%
LARGEST VALUES
2336.0
1
<0.1%
2153.0
1
<0.1%
2140.0
1
<0.1%
2121.0
1
<0.1%
2062.0
1
<0.1%
2046.0
1
<0.1%
2042.0
1
<0.1%
2002.0
1
<0.1%
1969.0
1
<0.1%
1967.0
1
<0.1%
1958.0
1
<0.1%
1935.0
1
<0.1%
1926.0
1
<0.1%
1921.0
1
<0.1%
1907.0
1
<0.1%
Total Bsmt SF
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1st Flr SF
0.80
SalePrice
0.63
BsmtFin SF 1
0.54
Garage Area
0.49
Gr Liv Area
0.44
Bsmt Unf SF
0.41
Year Built
0.41
Mas Vnr Area
0.40
Lot Frontage
0.35
Garage Yr Blt
0.35
Year Remod/Add
0.30
TotRms AbvGrd
0.28
Lot Area
0.25
Open Porch SF
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt Qual
0.61
Overall Qual
0.59
Neighborhood
0.54
Bsmt Exposure
0.51
BsmtFin Type 1
0.50
Exter Qual
0.49
Garage Cars
0.49
Kitchen Qual
0.45
Foundation
0.44
Bsmt Cond
0.41
Garage Type
0.39
Mas Vnr Type
0.39
BsmtFin Type 2
0.39
Garage Finish
0.37
MOST FREQUENT VALUES
0.0
79
2.7%
864.0
74
2.5%
672.0
29
1.0%
912.0
26
0.9%
1040.0
25
0.9%
768.0
24
0.8%
816.0
23
0.8%
728.0
21
0.7%
780.0
19
0.6%
384.0
19
0.6%
1008.0
19
0.6%
960.0
18
0.6%
756.0
17
0.6%
894.0
17
0.6%
832.0
17
0.6%
SMALLEST VALUES
0.0
79
2.7%
105.0
1
<0.1%
160.0
1
<0.1%
173.0
1
<0.1%
190.0
1
<0.1%
192.0
1
<0.1%
216.0
2
<0.1%
240.0
1
<0.1%
245.0
1
<0.1%
264.0
4
0.1%
270.0
1
<0.1%
279.0
1
<0.1%
290.0
1
<0.1%
297.0
1
<0.1%
301.0
1
<0.1%
LARGEST VALUES
6110.0
1
<0.1%
5095.0
1
<0.1%
3206.0
1
<0.1%
3200.0
1
<0.1%
3138.0
1
<0.1%
3094.0
1
<0.1%
2846.0
1
<0.1%
2660.0
1
<0.1%
2633.0
1
<0.1%
2630.0
1
<0.1%
2552.0
1
<0.1%
2535.0
1
<0.1%
2524.0
1
<0.1%
2492.0
1
<0.1%
2461.0
1
<0.1%
Heating
MISSING:
---
TOP CATEGORIES
GasA
2,885
98%
GasW
27
<1%
Grav
9
<1%
Wall
6
<1%
OthW
2
<1%
Floor
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating
PROVIDES INFORMATION ON...
Central Air
0.12
Electrical
0.03
Garage Cond
0.03
Bsmt Cond
0.02
Heating QC
0.02
Garage Qual
0.02
Foundation
0.02
Kitchen AbvGr
0.02
Paved Drive
0.02
Functional
0.02
BsmtFin Type 2
0.02
Garage Type
0.01
Alley
0.01
Bldg Type
0.01

THESE FEATURES
GIVE INFORMATION
ON Heating:
Central Air
0.30
Heating QC
0.27
Foundation
0.23
Exterior 2nd
0.22
Exterior 1st
0.21
Neighborhood
0.20
BsmtFin Type 1
0.17
Garage Type
0.15
Bsmt Qual
0.13
Overall Qual
0.13
Garage Cond
0.13
Overall Cond
0.12
Garage Finish
0.12
Kitchen Qual
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating
CORRELATION RATIO WITH...
Year Built
0.18
Garage Yr Blt
0.16
Year Remod/Add
0.14
Total Bsmt SF
0.12
Garage Area
0.11
Lot Area
0.11
PID
0.10
SalePrice
0.10
Gr Liv Area
0.08
Enclosed Porch
0.08
2nd Flr SF
0.08
Wood Deck SF
0.07
BsmtFin SF 1
0.07
Open Porch SF
0.06
Heating QC
MISSING:
---
TOP CATEGORIES
Ex
1,495
51%
TA
864
29%
Gd
476
16%
Fa
92
3%
Po
3
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating QC
PROVIDES INFORMATION ON...
Heating
0.27
Exter Qual
0.22
Central Air
0.18
Foundation
0.17
Utilities
0.17
Kitchen Qual
0.17
Bsmt Qual
0.12
Sale Type
0.10
Sale Condition
0.09
Overall Qual
0.09
Kitchen AbvGr
0.08
Full Bath
0.08
Electrical
0.08
Exterior 1st
0.08

THESE FEATURES
GIVE INFORMATION
ON Heating QC:
Neighborhood
0.20
Exter Qual
0.16
Foundation
0.16
Kitchen Qual
0.15
Exterior 2nd
0.14
Exterior 1st
0.14
Overall Qual
0.13
Bsmt Qual
0.12
BsmtFin Type 1
0.08
Garage Finish
0.08
Garage Cars
0.07
Full Bath
0.06
Overall Cond
0.06
Sale Condition
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating QC
CORRELATION RATIO WITH...
Year Remod/Add
0.55
Year Built
0.47
SalePrice
0.46
Garage Area
0.32
Gr Liv Area
0.29
Total Bsmt SF
0.28
Open Porch SF
0.22
1st Flr SF
0.20
Bsmt Unf SF
0.20
Mas Vnr Area
0.19
TotRms AbvGrd
0.18
2nd Flr SF
0.17
Garage Yr Blt
0.16
Wood Deck SF
0.14
Central Air
MISSING:
---
TOP CATEGORIES
Y
2,734
93%
N
196
7%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Central Air
PROVIDES INFORMATION ON...
Heating
0.30
Paved Drive
0.12
Electrical
0.12
Garage Cond
0.11
Garage Qual
0.09
Kitchen AbvGr
0.07
Utilities
0.06
Bsmt Cond
0.06
Garage Type
0.05
Street
0.05
Garage Finish
0.05
Heating QC
0.04
Exter Qual
0.04
Foundation
0.04

THESE FEATURES
GIVE INFORMATION
ON Central Air:
Neighborhood
0.28
Garage Type
0.23
Garage Finish
0.23
Overall Qual
0.19
Heating QC
0.18
Bsmt Qual
0.18
Garage Qual
0.17
Paved Drive
0.17
Garage Cond
0.17
Foundation
0.17
Electrical
0.16
Exterior 1st
0.16
Garage Cars
0.16
Exterior 2nd
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Central Air
CORRELATION RATIO WITH...
Year Built
0.37
Garage Yr Blt
0.30
Year Remod/Add
0.29
Garage Area
0.27
SalePrice
0.26
Total Bsmt SF
0.22
PID
0.20
BsmtFin SF 1
0.17
1st Flr SF
0.15
Enclosed Porch
0.14
Wood Deck SF
0.14
Mas Vnr Area
0.13
Gr Liv Area
0.12
MS SubClass
0.08
Electrical
MISSING:
1
(<1%)
TOP CATEGORIES
SBrkr
2,682
92%
FuseA
188
6%
FuseF
50
2%
FuseP
8
<1%
Mix
1
<1%
ALL
2,929
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical
PROVIDES INFORMATION ON...
Utilities
0.32
Central Air
0.16
Heating
0.12
Paved Drive
0.05
Garage Qual
0.05
Garage Cond
0.05
Exter Qual
0.05
Bsmt Qual
0.04
Alley
0.04
Foundation
0.03
Kitchen Qual
0.03
Bsmt Cond
0.03
MS Zoning
0.03
Garage Finish
0.03

THESE FEATURES
GIVE INFORMATION
ON Electrical:
Neighborhood
0.22
Exterior 1st
0.16
Exterior 2nd
0.15
Bsmt Qual
0.14
Overall Qual
0.13
Central Air
0.12
Exter Qual
0.11
Garage Finish
0.11
Foundation
0.11
BsmtFin Type 1
0.10
Kitchen Qual
0.10
Garage Cars
0.10
Garage Type
0.09
Heating QC
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical
CORRELATION RATIO WITH...
Year Built
0.35
Year Remod/Add
0.34
SalePrice
0.24
Garage Area
0.22
Total Bsmt SF
0.18
Enclosed Porch
0.16
BsmtFin SF 1
0.16
Wood Deck SF
0.15
Garage Yr Blt
0.15
PID
0.15
1st Flr SF
0.13
Gr Liv Area
0.13
Mas Vnr Area
0.12
MS SubClass
0.09
1st Flr SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total Bsmt SF
0.80
SalePrice
0.62
Gr Liv Area
0.56
Garage Area
0.49
BsmtFin SF 1
0.46
Lot Frontage
0.46
Mas Vnr Area
0.40
TotRms AbvGrd
0.39
Lot Area
0.33
Year Built
0.31
Bsmt Unf SF
0.30
Garage Yr Blt
0.26
2nd Flr SF
-0.25
MS SubClass
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Overall Qual
0.54
Neighborhood
0.54
Garage Cars
0.48
Exter Qual
0.43
Bsmt Qual
0.43
Kitchen Qual
0.42
House Style
0.41
Fireplace Qu
0.41
Fireplaces
0.41
Garage Type
0.40
Full Bath
0.38
Mas Vnr Type
0.37
Roof Style
0.35
Bsmt Exposure
0.34
MOST FREQUENT VALUES
864
46
1.6%
1040
28
1.0%
912
19
0.6%
816
18
0.6%
848
18
0.6%
960
18
0.6%
672
17
0.6%
894
17
0.6%
936
17
0.6%
546
15
0.5%
630
13
0.4%
483
13
0.4%
768
13
0.4%
832
13
0.4%
728
12
0.4%
SMALLEST VALUES
334
1
<0.1%
372
1
<0.1%
407
1
<0.1%
432
1
<0.1%
438
1
<0.1%
442
1
<0.1%
448
1
<0.1%
453
1
<0.1%
480
1
<0.1%
483
13
0.4%
492
1
<0.1%
494
1
<0.1%
495
1
<0.1%
498
1
<0.1%
502
1
<0.1%
LARGEST VALUES
5095
1
<0.1%
4692
1
<0.1%
3820
1
<0.1%
3228
1
<0.1%
3138
1
<0.1%
2898
1
<0.1%
2726
1
<0.1%
2696
1
<0.1%
2674
1
<0.1%
2633
1
<0.1%
2552
1
<0.1%
2524
1
<0.1%
2522
1
<0.1%
2515
1
<0.1%
2497
1
<0.1%
2nd Flr SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Gr Liv Area
0.66
TotRms AbvGrd
0.59
MS SubClass
0.30
SalePrice
0.27
1st Flr SF
-0.25
Total Bsmt SF
-0.21
Open Porch SF
0.18
BsmtFin SF 1
-0.16
Year Remod/Add
0.16
Garage Area
0.13
Mas Vnr Area
0.12
BsmtFin SF 2
-0.10
Wood Deck SF
0.09
Garage Yr Blt
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
House Style
0.91
Half Bath
0.62
Bedroom AbvGr
0.54
Neighborhood
0.45
Full Bath
0.42
Garage Type
0.39
Overall Qual
0.30
Foundation
0.27
Fireplace Qu
0.25
BsmtFin Type 1
0.21
Exterior 2nd
0.20
Garage Cars
0.20
Exter Qual
0.19
Fireplaces
0.19
MOST FREQUENT VALUES
0
1,678
57.3%
546
23
0.8%
728
18
0.6%
504
17
0.6%
720
13
0.4%
600
13
0.4%
672
13
0.4%
896
11
0.4%
886
10
0.3%
756
9
0.3%
780
9
0.3%
862
8
0.3%
601
7
0.2%
702
7
0.2%
840
7
0.2%
SMALLEST VALUES
0
1,678
57.3%
110
1
<0.1%
125
1
<0.1%
144
1
<0.1%
167
1
<0.1%
180
1
<0.1%
182
1
<0.1%
185
1
<0.1%
192
1
<0.1%
208
2
<0.1%
213
1
<0.1%
218
1
<0.1%
220
1
<0.1%
224
1
<0.1%
228
1
<0.1%
LARGEST VALUES
2065
1
<0.1%
1872
1
<0.1%
1862
1
<0.1%
1836
1
<0.1%
1818
1
<0.1%
1796
1
<0.1%
1788
1
<0.1%
1778
1
<0.1%
1721
1
<0.1%
1629
1
<0.1%
1619
3
0.1%
1611
1
<0.1%
1589
1
<0.1%
1567
1
<0.1%
1540
1
<0.1%
Low Qual Fin SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Year Built
-0.14
TotRms AbvGrd
0.10
Gr Liv Area
0.10
Enclosed Porch
0.09
BsmtFin SF 1
-0.07
Year Remod/Add
-0.06
Mas Vnr Area
-0.06
PID
0.06
Garage Area
-0.05
Garage Yr Blt
-0.05
Bsmt Unf SF
0.05
SalePrice
-0.04
Pool Area
0.04
MS SubClass
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
House Style
0.47
Bedroom AbvGr
0.22
Neighborhood
0.20
Garage Qual
0.16
Garage Type
0.14
Foundation
0.12
Land Contour
0.12
Functional
0.11
Garage Finish
0.11
Exterior 1st
0.11
BsmtFin Type 1
0.11
Exterior 2nd
0.11
Exter Qual
0.10
Garage Cond
0.10
MOST FREQUENT VALUES
0
2,890
98.6%
80
4
0.1%
360
2
<0.1%
205
2
<0.1%
473
1
<0.1%
512
1
<0.1%
528
1
<0.1%
114
1
<0.1%
479
1
<0.1%
515
1
<0.1%
53
1
<0.1%
420
1
<0.1%
392
1
<0.1%
572
1
<0.1%
234
1
<0.1%
SMALLEST VALUES
0
2,890
98.6%
53
1
<0.1%
80
4
0.1%
108
1
<0.1%
114
1
<0.1%
120
1
<0.1%
140
1
<0.1%
144
1
<0.1%
156
1
<0.1%
205
2
<0.1%
232
1
<0.1%
234
1
<0.1%
259
1
<0.1%
312
1
<0.1%
360
2
<0.1%
LARGEST VALUES
1064
1
<0.1%
697
1
<0.1%
572
1
<0.1%
528
1
<0.1%
515
1
<0.1%
514
1
<0.1%
513
1
<0.1%
512
1
<0.1%
481
1
<0.1%
479
1
<0.1%
473
1
<0.1%
450
1
<0.1%
436
1
<0.1%
431
1
<0.1%
420
1
<0.1%
Gr Liv Area
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotRms AbvGrd
0.81
SalePrice
0.71
2nd Flr SF
0.66
1st Flr SF
0.56
Garage Area
0.48
Total Bsmt SF
0.44
Mas Vnr Area
0.40
Lot Frontage
0.38
Open Porch SF
0.34
Year Remod/Add
0.32
Lot Area
0.29
Garage Yr Blt
0.27
Wood Deck SF
0.25
Year Built
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Full Bath
0.64
Overall Qual
0.59
Bedroom AbvGr
0.56
Neighborhood
0.53
Garage Cars
0.53
House Style
0.53
Fireplace Qu
0.50
Fireplaces
0.46
Kitchen Qual
0.44
Exter Qual
0.44
Half Bath
0.44
Bsmt Qual
0.42
Garage Type
0.38
Garage Finish
0.36
MOST FREQUENT VALUES
864
41
1.4%
1092
26
0.9%
1040
25
0.9%
1456
20
0.7%
1200
18
0.6%
894
15
0.5%
912
14
0.5%
816
14
0.5%
1728
13
0.4%
848
13
0.4%
936
12
0.4%
960
12
0.4%
987
12
0.4%
988
11
0.4%
1344
11
0.4%
SMALLEST VALUES
334
1
<0.1%
407
1
<0.1%
438
1
<0.1%
480
1
<0.1%
492
1
<0.1%
498
1
<0.1%
520
1
<0.1%
540
1
<0.1%
572
1
<0.1%
599
1
<0.1%
605
1
<0.1%
612
1
<0.1%
616
1
<0.1%
630
7
0.2%
640
1
<0.1%
LARGEST VALUES
5642
1
<0.1%
5095
1
<0.1%
4676
1
<0.1%
4476
1
<0.1%
4316
1
<0.1%
3820
1
<0.1%
3672
1
<0.1%
3627
1
<0.1%
3608
1
<0.1%
3500
1
<0.1%
3493
1
<0.1%
3447
1
<0.1%
3395
1
<0.1%
3390
1
<0.1%
3279
1
<0.1%
Bsmt Full Bath
MISSING:
2
(<1%)
TOP CATEGORIES
0.0
1,707
58%
1.0
1,181
40%
2.0
38
1%
3.0
2
<1%
ALL
2,928
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bsmt Full Bath
PROVIDES INFORMATION ON...
BsmtFin Type 1
0.13
Kitchen AbvGr
0.12
Pool QC
0.07
Utilities
0.06
Bsmt Half Bath
0.06
Bsmt Exposure
0.06
Roof Matl
0.06
Condition 2
0.05
Bsmt Cond
0.05
BsmtFin Type 2
0.04
Bldg Type
0.04
Garage Qual
0.04
Bsmt Qual
0.04
Paved Drive
0.03

THESE FEATURES
GIVE INFORMATION
ON Bsmt Full Bath:
BsmtFin Type 1
0.30
Bsmt Exposure
0.09
Neighborhood
0.09
Bsmt Qual
0.06
House Style
0.06
Bedroom AbvGr
0.04
Foundation
0.04
BsmtFin Type 2
0.04
Garage Type
0.04
Bldg Type
0.04
Garage Finish
0.04
Overall Qual
0.03
Garage Cars
0.03
Kitchen AbvGr
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt Full Bath
CORRELATION RATIO WITH...
BsmtFin SF 1
0.64
Bsmt Unf SF
0.40
Total Bsmt SF
0.33
SalePrice
0.28
1st Flr SF
0.26
Year Built
0.22
Lot Area
0.21
Garage Area
0.20
Wood Deck SF
0.20
2nd Flr SF
0.17
BsmtFin SF 2
0.17
Garage Yr Blt
0.15
Mas Vnr Area
0.14
Year Remod/Add
0.14
Bsmt Half Bath
MISSING:
2
(<1%)
TOP CATEGORIES
0.0
2,753
94%
1.0
171
6%
2.0
4
<1%
ALL
2,928
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bsmt Half Bath
PROVIDES INFORMATION ON...
Utilities
0.12
Pool QC
0.06
Kitchen AbvGr
0.03
Roof Matl
0.03
Bsmt Full Bath
0.02
Misc Feature
0.02
BsmtFin Type 2
0.01
Land Slope
0.01
Street
0.01
Neighborhood
0.01
Condition 2
0.01
Sale Condition
0.01
Foundation
0.01
House Style
0.01

THESE FEATURES
GIVE INFORMATION
ON Bsmt Half Bath:
Neighborhood
0.11
Bsmt Full Bath
0.06
BsmtFin Type 1
0.05
Exterior 1st
0.05
Exterior 2nd
0.05
House Style
0.04
BsmtFin Type 2
0.04
Foundation
0.04
Overall Qual
0.04
Overall Cond
0.03
Garage Cars
0.03
Bsmt Exposure
0.02
Kitchen AbvGr
0.02
Sale Condition
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt Half Bath
CORRELATION RATIO WITH...
Pool Area
0.21
Bsmt Unf SF
0.11
BsmtFin SF 2
0.10
BsmtFin SF 1
0.08
Garage Yr Blt
0.08
2nd Flr SF
0.06
Wood Deck SF
0.05
Screen Porch
0.05
TotRms AbvGrd
0.05
Year Remod/Add
0.05
Order
0.05
Gr Liv Area
0.05
Misc Val
0.04
Year Built
0.04
Full Bath
MISSING:
---
TOP CATEGORIES
2
1,532
52%
1
1,318
45%
3
64
2%
0
12
<1%
4
4
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Full Bath
PROVIDES INFORMATION ON...
Exter Qual
0.18
Garage Cars
0.16
Kitchen AbvGr
0.15
Bsmt Qual
0.15
Foundation
0.13
Kitchen Qual
0.11
Overall Qual
0.11
Utilities
0.09
Garage Finish
0.09
Neighborhood
0.08
Garage Type
0.08
Street
0.08
Sale Type
0.07
Bedroom AbvGr
0.07

THESE FEATURES
GIVE INFORMATION
ON Full Bath:
Neighborhood
0.30
Overall Qual
0.24
Garage Cars
0.23
Bsmt Qual
0.21
Exter Qual
0.19
Foundation
0.17
Kitchen Qual
0.14
Garage Finish
0.13
Exterior 1st
0.12
Overall Cond
0.11
Exterior 2nd
0.11
Garage Type
0.11
BsmtFin Type 1
0.11
Bedroom AbvGr
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Full Bath
CORRELATION RATIO WITH...
Gr Liv Area
0.64
SalePrice
0.56
TotRms AbvGrd
0.53
Year Built
0.51
Year Remod/Add
0.47
2nd Flr SF
0.42
Garage Area
0.42
1st Flr SF
0.38
Total Bsmt SF
0.34
Bsmt Unf SF
0.28
Open Porch SF
0.27
Mas Vnr Area
0.26
Wood Deck SF
0.21
PID
0.19
Half Bath
MISSING:
---
TOP CATEGORIES
0
1,843
63%
1
1,062
36%
2
25
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Half Bath
PROVIDES INFORMATION ON...
House Style
0.17
Kitchen AbvGr
0.13
Central Air
0.06
Utilities
0.05
Bedroom AbvGr
0.05
Roof Matl
0.05
Bldg Type
0.05
Pool QC
0.05
Garage Type
0.05
Condition 2
0.04
Neighborhood
0.04
Foundation
0.04
Exter Qual
0.04
Overall Qual
0.03

THESE FEATURES
GIVE INFORMATION
ON Half Bath:
House Style
0.32
Neighborhood
0.16
Bedroom AbvGr
0.09
Overall Qual
0.09
Garage Type
0.07
Foundation
0.06
Bsmt Qual
0.05
Garage Cars
0.05
Bldg Type
0.05
Garage Finish
0.05
Fireplace Qu
0.05
Exterior 2nd
0.04
Exterior 1st
0.04
Exter Qual
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Half Bath
CORRELATION RATIO WITH...
2nd Flr SF
0.62
Gr Liv Area
0.44
TotRms AbvGrd
0.35
SalePrice
0.30
Year Built
0.28
Year Remod/Add
0.23
Open Porch SF
0.20
Mas Vnr Area
0.19
Garage Area
0.18
MS SubClass
0.18
PID
0.17
Wood Deck SF
0.12
Garage Yr Blt
0.11
1st Flr SF
0.11
Bedroom AbvGr
MISSING:
---
TOP CATEGORIES
3
1,597
55%
2
743
25%
4
400
14%
1
112
4%
5
48
2%
6
21
<1%
0
8
<1%
8
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bedroom AbvGr
PROVIDES INFORMATION ON...
Kitchen AbvGr
0.27
Bldg Type
0.19
Utilities
0.12
Roof Matl
0.11
House Style
0.11
Full Bath
0.11
Pool QC
0.10
Heating
0.09
Half Bath
0.09
Condition 2
0.06
Central Air
0.05
Neighborhood
0.05
Street
0.05
Bsmt Full Bath
0.04

THESE FEATURES
GIVE INFORMATION
ON Bedroom AbvGr:
Neighborhood
0.12
House Style
0.11
Bldg Type
0.11
Full Bath
0.07
Half Bath
0.05
Kitchen AbvGr
0.04
Garage Type
0.04
Overall Qual
0.04
BsmtFin Type 1
0.03
Exterior 1st
0.03
Exterior 2nd
0.03
Bsmt Full Bath
0.03
MS Zoning
0.02
Bsmt Exposure
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bedroom AbvGr
CORRELATION RATIO WITH...
TotRms AbvGrd
0.69
Gr Liv Area
0.56
2nd Flr SF
0.54
MS SubClass
0.24
Low Qual Fin SF
0.22
SalePrice
0.21
Bsmt Unf SF
0.20
Lot Area
0.17
Garage Yr Blt
0.16
Year Built
0.16
BsmtFin SF 1
0.15
1st Flr SF
0.13
Lot Frontage
0.13
Mas Vnr Area
0.13
Kitchen AbvGr
MISSING:
---
TOP CATEGORIES
1
2,796
95%
2
129
4%
0
3
<1%
3
2
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Kitchen AbvGr
PROVIDES INFORMATION ON...
Bldg Type
0.21
Central Air
0.06
Condition 2
0.05
Bedroom AbvGr
0.04
Roof Matl
0.04
Garage Cond
0.04
Heating
0.04
Half Bath
0.04
Full Bath
0.04
Bsmt Cond
0.03
Bsmt Full Bath
0.03
Garage Qual
0.03
BsmtFin Type 2
0.03
Sale Condition
0.03

THESE FEATURES
GIVE INFORMATION
ON Kitchen AbvGr:
Bldg Type
0.73
Bedroom AbvGr
0.27
Neighborhood
0.16
Full Bath
0.15
Garage Type
0.14
Half Bath
0.13
Garage Finish
0.12
Bsmt Full Bath
0.12
Bsmt Qual
0.12
Kitchen Qual
0.12
Garage Cars
0.11
BsmtFin Type 1
0.11
Overall Qual
0.10
Foundation
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Kitchen AbvGr
CORRELATION RATIO WITH...
TotRms AbvGrd
0.30
MS SubClass
0.27
Garage Yr Blt
0.22
Year Remod/Add
0.15
Year Built
0.14
SalePrice
0.13
Gr Liv Area
0.12
Wood Deck SF
0.09
PID
0.09
Garage Area
0.09
BsmtFin SF 1
0.09
1st Flr SF
0.08
Open Porch SF
0.08
2nd Flr SF
0.07
Kitchen Qual
MISSING:
---
TOP CATEGORIES
TA
1,494
51%
Gd
1,160
40%
Ex
205
7%
Fa
70
2%
Po
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Kitchen Qual
PROVIDES INFORMATION ON...
Exter Qual
0.42
Bsmt Qual
0.21
Overall Qual
0.19
Foundation
0.17
Garage Cars
0.15
Heating QC
0.15
Full Bath
0.14
Sale Type
0.14
Central Air
0.14
Condition 2
0.13
Kitchen AbvGr
0.12
Heating
0.12
Street
0.11
Garage Finish
0.11

THESE FEATURES
GIVE INFORMATION
ON Kitchen Qual:
Exter Qual
0.36
Overall Qual
0.34
Neighborhood
0.30
Bsmt Qual
0.24
Foundation
0.18
Garage Cars
0.17
Heating QC
0.17
Exterior 1st
0.14
BsmtFin Type 1
0.14
Exterior 2nd
0.14
Garage Finish
0.13
Full Bath
0.11
Garage Type
0.09
Fireplace Qu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Kitchen Qual
CORRELATION RATIO WITH...
SalePrice
0.69
Year Remod/Add
0.64
Year Built
0.55
Garage Area
0.47
Total Bsmt SF
0.45
Gr Liv Area
0.44
1st Flr SF
0.42
Mas Vnr Area
0.35
BsmtFin SF 1
0.30
TotRms AbvGrd
0.29
Open Porch SF
0.27
Garage Yr Blt
0.24
Wood Deck SF
0.23
PID
0.20
TotRms AbvGrd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Gr Liv Area
0.81
2nd Flr SF
0.59
SalePrice
0.50
1st Flr SF
0.39
Lot Frontage
0.35
Garage Area
0.33
Total Bsmt SF
0.28
Mas Vnr Area
0.28
Bsmt Unf SF
0.25
Open Porch SF
0.24
Lot Area
0.22
Year Remod/Add
0.20
Garage Yr Blt
0.16
Wood Deck SF
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bedroom AbvGr
0.69
Full Bath
0.53
House Style
0.50
Garage Cars
0.42
Neighborhood
0.40
Overall Qual
0.40
Fireplace Qu
0.36
Half Bath
0.35
Bldg Type
0.33
Fireplaces
0.31
Garage Type
0.30
Kitchen AbvGr
0.30
Kitchen Qual
0.29
Exter Qual
0.27
MOST FREQUENT VALUES
6
844
28.8%
7
649
22.2%
5
586
20.0%
8
347
11.8%
4
203
6.9%
9
143
4.9%
10
80
2.7%
11
32
1.1%
3
26
0.9%
12
16
0.5%
13
1
<0.1%
2
1
<0.1%
15
1
<0.1%
14
1
<0.1%
SMALLEST VALUES
2
1
<0.1%
3
26
0.9%
4
203
6.9%
5
586
20.0%
6
844
28.8%
7
649
22.2%
8
347
11.8%
9
143
4.9%
10
80
2.7%
11
32
1.1%
12
16
0.5%
13
1
<0.1%
14
1
<0.1%
15
1
<0.1%
LARGEST VALUES
15
1
<0.1%
14
1
<0.1%
13
1
<0.1%
12
16
0.5%
11
32
1.1%
10
80
2.7%
9
143
4.9%
8
347
11.8%
7
649
22.2%
6
844
28.8%
5
586
20.0%
4
203
6.9%
3
26
0.9%
2
1
<0.1%
Functional
MISSING:
---
TOP CATEGORIES
Typ
2,728
93%
Min2
70
2%
Min1
65
2%
Mod
35
1%
Maj1
19
<1%
Maj2
9
<1%
Sev
2
<1%
Sal
2
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional
PROVIDES INFORMATION ON...
Utilities
0.24
Pool QC
0.12
Heating
0.06
Roof Matl
0.05
Bsmt Cond
0.05
Misc Feature
0.03
BsmtFin Type 2
0.03
Paved Drive
0.03
Central Air
0.03
Exter Cond
0.03
Foundation
0.03
Overall Cond
0.02
Garage Cond
0.02
Bsmt Qual
0.02

THESE FEATURES
GIVE INFORMATION
ON Functional:
Neighborhood
0.13
Overall Qual
0.09
BsmtFin Type 1
0.09
Overall Cond
0.09
Exterior 1st
0.09
Exterior 2nd
0.09
Foundation
0.08
Bsmt Qual
0.07
Bsmt Cond
0.06
BsmtFin Type 2
0.06
Exter Qual
0.05
Bsmt Exposure
0.05
House Style
0.04
Garage Type
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional
CORRELATION RATIO WITH...
Year Built
0.19
SalePrice
0.13
Enclosed Porch
0.13
Year Remod/Add
0.13
PID
0.12
Total Bsmt SF
0.11
Low Qual Fin SF
0.11
Lot Area
0.10
Gr Liv Area
0.09
1st Flr SF
0.09
Garage Yr Blt
0.09
TotRms AbvGrd
0.09
Pool Area
0.08
2nd Flr SF
0.08
Fireplaces
MISSING:
---
TOP CATEGORIES
0
1,422
49%
1
1,274
43%
2
221
8%
3
12
<1%
4
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplaces
PROVIDES INFORMATION ON...
Fireplace Qu
0.56
Pool QC
0.18
Roof Matl
0.11
Utilities
0.11
Kitchen AbvGr
0.09
Condition 2
0.08
Garage Cond
0.08
Garage Type
0.08
Central Air
0.08
Garage Qual
0.07
Garage Cars
0.07
Overall Qual
0.07
Exter Qual
0.07
Garage Finish
0.07

THESE FEATURES
GIVE INFORMATION
ON Fireplaces:
Fireplace Qu
0.75
Neighborhood
0.16
Overall Qual
0.13
Garage Type
0.09
Garage Finish
0.09
Garage Cars
0.08
Bsmt Qual
0.07
Exter Qual
0.06
Kitchen Qual
0.05
Full Bath
0.05
Mas Vnr Type
0.04
Exterior 1st
0.04
BsmtFin Type 1
0.04
Bldg Type
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
CORRELATION RATIO WITH...
SalePrice
0.49
Gr Liv Area
0.46
Pool Area
0.42
1st Flr SF
0.41
Total Bsmt SF
0.34
Garage Area
0.32
TotRms AbvGrd
0.31
BsmtFin SF 1
0.30
Lot Area
0.29
Mas Vnr Area
0.28
Year Built
0.26
Wood Deck SF
0.25
Year Remod/Add
0.22
Garage Yr Blt
0.21
Fireplace Qu
MISSING:
1,422
(49%)
TOP CATEGORIES
Gd
744
49%
TA
600
40%
Fa
75
5%
Po
46
3%
Ex
43
3%
ALL
1,508
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplace Qu
PROVIDES INFORMATION ON...
Fireplaces
0.75
Pool QC
0.18
Condition 2
0.11
Exter Qual
0.11
Garage Cars
0.09
Overall Qual
0.09
Kitchen Qual
0.09
Garage Cond
0.09
Central Air
0.08
Garage Type
0.08
Bsmt Qual
0.08
Sale Type
0.08
Neighborhood
0.08
Utilities
0.08

THESE FEATURES
GIVE INFORMATION
ON Fireplace Qu:
Fireplaces
0.56
Neighborhood
0.19
Overall Qual
0.13
Garage Cars
0.09
Bsmt Qual
0.08
Garage Type
0.08
Exter Qual
0.07
Kitchen Qual
0.07
Garage Finish
0.07
Exterior 1st
0.06
Exterior 2nd
0.05
Mas Vnr Type
0.05
Full Bath
0.04
Foundation
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplace Qu
CORRELATION RATIO WITH...
SalePrice
0.55
Gr Liv Area
0.50
1st Flr SF
0.41
Total Bsmt SF
0.36
TotRms AbvGrd
0.36
Garage Area
0.35
Mas Vnr Area
0.31
Wood Deck SF
0.26
Year Built
0.26
BsmtFin SF 1
0.26
2nd Flr SF
0.25
Year Remod/Add
0.24
Garage Yr Blt
0.21
Bsmt Unf SF
0.21
Garage Type
MISSING:
157
(5%)
TOP CATEGORIES
Attchd
1,731
62%
Detchd
782
28%
BuiltIn
186
7%
Basment
36
1%
2Types
23
<1%
CarPort
15
<1%
ALL
2,773
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Garage Type
PROVIDES INFORMATION ON...
Garage Cond
0.59
Garage Qual
0.53
Garage Finish
0.35
Garage Cars
0.25
Paved Drive
0.24
Central Air
0.23
Utilities
0.19
Heating
0.15
Alley
0.15
Kitchen AbvGr
0.14
MS Zoning
0.13
Foundation
0.13
Exter Qual
0.13
Bsmt Qual
0.12

THESE FEATURES
GIVE INFORMATION
ON Garage Type:
Garage Finish
0.38
Neighborhood
0.28
Garage Cars
0.25
Garage Qual
0.21
Garage Cond
0.21
Overall Qual
0.14
Bsmt Qual
0.13
Foundation
0.12
House Style
0.12
Exterior 2nd
0.11
Exterior 1st
0.11
Exter Qual
0.10
MS Zoning
0.09
Fireplace Qu
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage Type
CORRELATION RATIO WITH...
Garage Yr Blt
0.99
Year Built
0.61
Garage Area
0.59
SalePrice
0.50
Year Remod/Add
0.40
1st Flr SF
0.40
Total Bsmt SF
0.39
2nd Flr SF
0.39
Gr Liv Area
0.38
PID
0.31
TotRms AbvGrd
0.30
BsmtFin SF 1
0.30
Wood Deck SF
0.26
Mas Vnr Area
0.25
Garage Yr Blt
MISSING:
159
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Year Built
0.83
Year Remod/Add
0.65
Garage Area
0.56
SalePrice
0.53
Total Bsmt SF
0.35
Enclosed Porch
-0.30
Gr Liv Area
0.27
1st Flr SF
0.26
PID
-0.26
Mas Vnr Area
0.25
Open Porch SF
0.23
Wood Deck SF
0.22
BsmtFin SF 1
0.19
Bsmt Unf SF
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage Finish
1.00
Garage Qual
1.00
Garage Cond
1.00
Garage Cars
1.00
Garage Type
0.99
Paved Drive
0.36
Neighborhood
0.35
Overall Qual
0.32
Central Air
0.30
Bldg Type
0.26
Exter Qual
0.26
Kitchen Qual
0.24
Overall Cond
0.23
Exterior 1st
0.22
MOST FREQUENT VALUES
2005.0
142
5.1%
2007.0
115
4.2%
2006.0
115
4.2%
2004.0
99
3.6%
2003.0
92
3.3%
1977.0
66
2.4%
2008.0
61
2.2%
1998.0
59
2.1%
2000.0
55
2.0%
1999.0
54
1.9%
2002.0
53
1.9%
1950.0
51
1.8%
1993.0
50
1.8%
1976.0
50
1.8%
1968.0
48
1.7%
SMALLEST VALUES
1895.0
1
<0.1%
1896.0
1
<0.1%
1900.0
6
0.2%
1906.0
1
<0.1%
1908.0
1
<0.1%
1910.0
10
0.4%
1914.0
2
<0.1%
1915.0
7
0.3%
1916.0
6
0.2%
1917.0
2
<0.1%
1918.0
3
0.1%
1919.0
1
<0.1%
1920.0
33
1.2%
1921.0
5
0.2%
1922.0
8
0.3%
LARGEST VALUES
2207.0
1
<0.1%
2010.0
5
0.2%
2009.0
29
1.0%
2008.0
61
2.2%
2007.0
115
4.2%
2006.0
115
4.2%
2005.0
142
5.1%
2004.0
99
3.6%
2003.0
92
3.3%
2002.0
53
1.9%
2001.0
41
1.5%
2000.0
55
2.0%
1999.0
54
1.9%
1998.0
59
2.1%
1997.0
44
1.6%
Garage Finish
MISSING:
159
(5%)
TOP CATEGORIES
Unf
1,231
44%
RFn
812
29%
Fin
728
26%
ALL
2,771
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Garage Finish
PROVIDES INFORMATION ON...
Garage Cond
0.59
Garage Qual
0.54
Garage Type
0.38
Garage Cars
0.28
Central Air
0.23
Exter Qual
0.20
Paved Drive
0.19
Bsmt Qual
0.17
Foundation
0.15
Full Bath
0.13
Kitchen Qual
0.13
Kitchen AbvGr
0.12
Heating
0.12
Utilities
0.12

THESE FEATURES
GIVE INFORMATION
ON Garage Finish:
Garage Type
0.35
Garage Cars
0.26
Neighborhood
0.25
Garage Qual
0.20
Garage Cond
0.19
Overall Qual
0.16
Bsmt Qual
0.16
Exter Qual
0.13
Foundation
0.13
Kitchen Qual
0.11
Exterior 1st
0.10
Exterior 2nd
0.10
Full Bath
0.09
Overall Cond
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage Finish
CORRELATION RATIO WITH...
Garage Yr Blt
1.00
Year Built
0.63
Garage Area
0.61
SalePrice
0.55
Year Remod/Add
0.47
Total Bsmt SF
0.37
Gr Liv Area
0.36
1st Flr SF
0.34
PID
0.31
Mas Vnr Area
0.28
BsmtFin SF 1
0.26
Wood Deck SF
0.26
TotRms AbvGrd
0.23
Open Porch SF
0.23
Garage Cars
MISSING:
1
(<1%)
TOP CATEGORIES
2.0
1,603
55%
1.0
778
27%
3.0
374
13%
0.0
157
5%
4.0
16
<1%
5.0
1
<1%
ALL
2,929
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Garage Cars
PROVIDES INFORMATION ON...
Garage Cond
0.55
Garage Qual
0.51
Garage Finish
0.26
Garage Type
0.25
Exter Qual
0.23
Full Bath
0.23
Bsmt Qual
0.20
Kitchen Qual
0.17
Overall Qual
0.16
Central Air
0.16
Foundation
0.15
Paved Drive
0.14
Kitchen AbvGr
0.11
Neighborhood
0.11

THESE FEATURES
GIVE INFORMATION
ON Garage Cars:
Neighborhood
0.29
Garage Finish
0.28
Overall Qual
0.25
Garage Type
0.25
Garage Qual
0.20
Bsmt Qual
0.20
Garage Cond
0.19
Exter Qual
0.17
Full Bath
0.16
Kitchen Qual
0.15
Foundation
0.14
Exterior 1st
0.11
Exterior 2nd
0.11
BsmtFin Type 1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage Cars
CORRELATION RATIO WITH...
Garage Yr Blt
1.00
Garage Area
0.89
SalePrice
0.71
Year Built
0.57
Gr Liv Area
0.53
Total Bsmt SF
0.49
1st Flr SF
0.48
Year Remod/Add
0.47
Mas Vnr Area
0.42
TotRms AbvGrd
0.42
BsmtFin SF 1
0.27
PID
0.26
Wood Deck SF
0.25
Bsmt Unf SF
0.24
Garage Area
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.64
Garage Yr Blt
0.56
1st Flr SF
0.49
Total Bsmt SF
0.49
Gr Liv Area
0.48
Year Built
0.48
Year Remod/Add
0.38
Mas Vnr Area
0.37
Lot Frontage
0.36
TotRms AbvGrd
0.33
BsmtFin SF 1
0.31
Wood Deck SF
0.24
Open Porch SF
0.23
Lot Area
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage Cars
0.89
Garage Finish
0.61
Garage Type
0.59
Neighborhood
0.58
Overall Qual
0.58
Garage Qual
0.55
Garage Cond
0.54
Exter Qual
0.50
Bsmt Qual
0.50
Kitchen Qual
0.47
Full Bath
0.42
Foundation
0.40
Mas Vnr Type
0.37
Fireplace Qu
0.35
MOST FREQUENT VALUES
0.0
157
5.4%
576.0
97
3.3%
440.0
96
3.3%
484.0
76
2.6%
240.0
69
2.4%
528.0
65
2.2%
400.0
58
2.0%
480.0
54
1.8%
264.0
51
1.7%
288.0
50
1.7%
308.0
48
1.6%
280.0
30
1.0%
336.0
29
1.0%
420.0
29
1.0%
672.0
23
0.8%
SMALLEST VALUES
0.0
157
5.4%
100.0
1
<0.1%
160.0
3
0.1%
162.0
2
<0.1%
164.0
2
<0.1%
180.0
16
0.5%
184.0
1
<0.1%
185.0
1
<0.1%
186.0
1
<0.1%
189.0
1
<0.1%
192.0
1
<0.1%
195.0
3
0.1%
198.0
1
<0.1%
200.0
11
0.4%
205.0
4
0.1%
LARGEST VALUES
1488.0
1
<0.1%
1418.0
1
<0.1%
1390.0
1
<0.1%
1356.0
1
<0.1%
1348.0
1
<0.1%
1314.0
1
<0.1%
1248.0
1
<0.1%
1231.0
1
<0.1%
1220.0
1
<0.1%
1200.0
1
<0.1%
1184.0
1
<0.1%
1174.0
1
<0.1%
1166.0
1
<0.1%
1154.0
1
<0.1%
1150.0
1
<0.1%
Garage Qual
MISSING:
159
(5%)
TOP CATEGORIES
TA
2,615
94%
Fa
124
4%
Gd
24
<1%
Po
5
<1%
Ex
3
<1%
ALL
2,771
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Garage Qual
PROVIDES INFORMATION ON...
Garage Cond
0.67
Garage Type
0.21
Garage Cars
0.20
Garage Finish
0.20
Central Air
0.17
Paved Drive
0.16
Heating
0.10
Kitchen AbvGr
0.07
Pool QC
0.06
Electrical
0.06
Condition 2
0.05
MS Zoning
0.05
Foundation
0.05
Exter Qual
0.05

THESE FEATURES
GIVE INFORMATION
ON Garage Qual:
Garage Cond
0.59
Garage Finish
0.54
Garage Type
0.53
Garage Cars
0.51
Neighborhood
0.25
Overall Qual
0.14
Paved Drive
0.13
Foundation
0.11
Exterior 1st
0.10
Bsmt Qual
0.10
Central Air
0.09
Exter Qual
0.09
MS Zoning
0.09
Exterior 2nd
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage Qual
CORRELATION RATIO WITH...
Garage Yr Blt
1.00
Garage Area
0.55
Year Built
0.40
SalePrice
0.30
PID
0.22
Year Remod/Add
0.22
Total Bsmt SF
0.21
1st Flr SF
0.21
BsmtFin SF 1
0.20
Enclosed Porch
0.17
Gr Liv Area
0.17
Mas Vnr Area
0.17
Low Qual Fin SF
0.16
Wood Deck SF
0.14
Garage Cond
MISSING:
159
(5%)
TOP CATEGORIES
TA
2,665
96%
Fa
74
3%
Gd
15
<1%
Po
14
<1%
Ex
3
<1%
ALL
2,771
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Garage Cond
PROVIDES INFORMATION ON...
Garage Qual
0.59
Garage Type
0.21
Garage Cars
0.19
Garage Finish
0.19
Paved Drive
0.17
Central Air
0.17
Heating
0.13
Kitchen AbvGr
0.09
Pool QC
0.07
Electrical
0.05
Roof Matl
0.05
MS Zoning
0.04
Bsmt Cond
0.04
Exter Qual
0.04

THESE FEATURES
GIVE INFORMATION
ON Garage Cond:
Garage Qual
0.67
Garage Type
0.59
Garage Finish
0.59
Garage Cars
0.55
Neighborhood
0.23
Overall Qual
0.16
Paved Drive
0.16
Central Air
0.11
Bsmt Qual
0.09
Exterior 1st
0.09
Overall Cond
0.09
Fireplace Qu
0.09
Exter Qual
0.08
Kitchen Qual
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage Cond
CORRELATION RATIO WITH...
Garage Yr Blt
1.00
Garage Area
0.54
Year Built
0.35
SalePrice
0.29
PID
0.21
Year Remod/Add
0.20
Total Bsmt SF
0.19
1st Flr SF
0.18
BsmtFin SF 1
0.17
Gr Liv Area
0.16
Wood Deck SF
0.15
Mas Vnr Area
0.14
Pool Area
0.13
Enclosed Porch
0.12
Paved Drive
MISSING:
---
TOP CATEGORIES
Y
2,652
91%
N
216
7%
P
62
2%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Paved Drive
PROVIDES INFORMATION ON...
Central Air
0.17
Garage Cond
0.16
Garage Qual
0.13
Street
0.12
Garage Type
0.08
Heating
0.07
Alley
0.06
MS Zoning
0.06
Electrical
0.06
Utilities
0.06
Garage Finish
0.06
Bsmt Qual
0.05
Bsmt Cond
0.05
Garage Cars
0.05

THESE FEATURES
GIVE INFORMATION
ON Paved Drive:
Neighborhood
0.31
Garage Type
0.24
Garage Finish
0.19
Garage Cond
0.17
Garage Qual
0.16
Bsmt Qual
0.15
Overall Qual
0.14
Garage Cars
0.14
BsmtFin Type 1
0.13
Exterior 1st
0.13
MS Zoning
0.13
Foundation
0.12
Central Air
0.12
Exterior 2nd
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Paved Drive
CORRELATION RATIO WITH...
Year Built
0.47
Garage Yr Blt
0.36
Garage Area
0.30
SalePrice
0.28
PID
0.25
Total Bsmt SF
0.24
Year Remod/Add
0.23
Enclosed Porch
0.22
BsmtFin SF 1
0.22
1st Flr SF
0.19
Mas Vnr Area
0.17
Gr Liv Area
0.13
Wood Deck SF
0.12
BsmtFin SF 2
0.07
Wood Deck SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.33
Gr Liv Area
0.25
Garage Area
0.24
Total Bsmt SF
0.23
Year Built
0.23
1st Flr SF
0.23
BsmtFin SF 1
0.22
Garage Yr Blt
0.22
Year Remod/Add
0.22
Mas Vnr Area
0.17
Lot Area
0.16
TotRms AbvGrd
0.15
Lot Frontage
0.12
Enclosed Porch
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.33
Bsmt Qual
0.27
Bsmt Exposure
0.27
Overall Qual
0.26
Fireplace Qu
0.26
Garage Finish
0.26
Garage Type
0.26
Fireplaces
0.25
Garage Cars
0.25
Kitchen Qual
0.23
BsmtFin Type 1
0.23
Exter Qual
0.22
Full Bath
0.21
Bsmt Full Bath
0.20
MOST FREQUENT VALUES
0
1,526
52.1%
100
74
2.5%
192
70
2.4%
144
61
2.1%
168
56
1.9%
120
53
1.8%
140
29
1.0%
240
20
0.7%
224
19
0.6%
160
17
0.6%
208
15
0.5%
143
14
0.5%
200
13
0.4%
216
13
0.4%
156
12
0.4%
SMALLEST VALUES
0
1,526
52.1%
4
1
<0.1%
12
2
<0.1%
14
1
<0.1%
16
1
<0.1%
20
1
<0.1%
22
1
<0.1%
23
1
<0.1%
24
5
0.2%
25
2
<0.1%
26
2
<0.1%
27
1
<0.1%
28
3
0.1%
30
2
<0.1%
32
4
0.1%
LARGEST VALUES
1424
1
<0.1%
870
1
<0.1%
857
1
<0.1%
736
1
<0.1%
728
1
<0.1%
690
1
<0.1%
684
1
<0.1%
670
1
<0.1%
668
1
<0.1%
657
1
<0.1%
646
1
<0.1%
641
1
<0.1%
635
1
<0.1%
631
1
<0.1%
586
1
<0.1%
Open Porch SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Gr Liv Area
0.34
SalePrice
0.31
Total Bsmt SF
0.25
Year Remod/Add
0.24
1st Flr SF
0.24
TotRms AbvGrd
0.24
Garage Area
0.23
Garage Yr Blt
0.23
Year Built
0.20
2nd Flr SF
0.18
Lot Frontage
0.16
Mas Vnr Area
0.14
BsmtFin SF 1
0.12
Bsmt Unf SF
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.31
Overall Qual
0.31
Exter Qual
0.29
Bsmt Qual
0.27
Full Bath
0.27
Kitchen Qual
0.27
Foundation
0.25
Garage Cars
0.24
Garage Finish
0.23
House Style
0.22
Heating QC
0.22
MS Zoning
0.21
Exterior 2nd
0.21
Half Bath
0.20
MOST FREQUENT VALUES
0
1,300
44.4%
36
52
1.8%
48
52
1.8%
40
44
1.5%
32
38
1.3%
24
36
1.2%
28
35
1.2%
20
33
1.1%
30
31
1.1%
60
30
1.0%
50
29
1.0%
45
28
1.0%
39
25
0.9%
64
24
0.8%
35
23
0.8%
SMALLEST VALUES
0
1,300
44.4%
4
1
<0.1%
6
1
<0.1%
8
1
<0.1%
10
2
<0.1%
11
3
0.1%
12
5
0.2%
15
2
<0.1%
16
15
0.5%
17
2
<0.1%
18
7
0.2%
20
33
1.1%
21
13
0.4%
22
9
0.3%
23
5
0.2%
LARGEST VALUES
742
1
<0.1%
570
1
<0.1%
547
1
<0.1%
523
1
<0.1%
502
1
<0.1%
484
1
<0.1%
444
1
<0.1%
418
1
<0.1%
406
1
<0.1%
382
1
<0.1%
372
1
<0.1%
368
1
<0.1%
365
1
<0.1%
364
1
<0.1%
341
2
<0.1%
Enclosed Porch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Year Built
-0.37
Garage Yr Blt
-0.30
Year Remod/Add
-0.22
PID
0.16
SalePrice
-0.13
Wood Deck SF
-0.12
Mas Vnr Area
-0.11
Garage Area
-0.11
BsmtFin SF 1
-0.10
Pool Area
0.09
Low Qual Fin SF
0.09
Total Bsmt SF
-0.09
1st Flr SF
-0.07
Screen Porch
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.36
Exterior 1st
0.29
Exterior 2nd
0.28
Foundation
0.28
Bsmt Qual
0.25
House Style
0.22
Paved Drive
0.22
MS Zoning
0.21
Alley
0.19
Garage Finish
0.19
Overall Cond
0.19
Garage Type
0.18
Pool QC
0.18
Exter Qual
0.17
MOST FREQUENT VALUES
0
2,471
84.3%
112
22
0.8%
96
13
0.4%
144
11
0.4%
192
10
0.3%
168
9
0.3%
120
9
0.3%
116
8
0.3%
84
8
0.3%
40
8
0.3%
180
7
0.2%
128
7
0.2%
160
7
0.2%
150
7
0.2%
60
6
0.2%
SMALLEST VALUES
0
2,471
84.3%
16
1
<0.1%
18
1
<0.1%
19
1
<0.1%
20
2
<0.1%
23
1
<0.1%
24
2
<0.1%
25
1
<0.1%
26
1
<0.1%
28
1
<0.1%
30
3
0.1%
32
4
0.1%
34
3
0.1%
35
3
0.1%
36
5
0.2%
LARGEST VALUES
1012
1
<0.1%
584
1
<0.1%
552
1
<0.1%
432
1
<0.1%
429
1
<0.1%
386
1
<0.1%
368
1
<0.1%
364
1
<0.1%
334
1
<0.1%
330
1
<0.1%
324
1
<0.1%
318
1
<0.1%
301
1
<0.1%
296
1
<0.1%
294
1
<0.1%
3Ssn Porch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFin SF 1
0.05
1st Flr SF
0.04
MS SubClass
-0.04
Total Bsmt SF
0.04
Year Remod/Add
0.04
Enclosed Porch
-0.03
SalePrice
0.03
2nd Flr SF
-0.03
Garage Area
0.03
Screen Porch
-0.03
Lot Frontage
0.03
Mo Sold
0.03
TotRms AbvGrd
-0.03
Order
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt Cond
0.13
Foundation
0.10
Neighborhood
0.10
Roof Matl
0.09
Condition 1
0.09
Fireplace Qu
0.08
Overall Cond
0.07
Exterior 2nd
0.06
Exterior 1st
0.06
Garage Finish
0.06
Land Contour
0.06
Exter Qual
0.05
BsmtFin Type 1
0.05
Bedroom AbvGr
0.05
MOST FREQUENT VALUES
0
2,893
98.7%
168
3
0.1%
153
3
0.1%
180
2
<0.1%
144
2
<0.1%
216
2
<0.1%
96
1
<0.1%
245
1
<0.1%
120
1
<0.1%
219
1
<0.1%
176
1
<0.1%
196
1
<0.1%
86
1
<0.1%
23
1
<0.1%
290
1
<0.1%
SMALLEST VALUES
0
2,893
98.7%
23
1
<0.1%
86
1
<0.1%
96
1
<0.1%
120
1
<0.1%
130
1
<0.1%
140
1
<0.1%
144
2
<0.1%
150
1
<0.1%
153
3
0.1%
162
1
<0.1%
168
3
0.1%
174
1
<0.1%
176
1
<0.1%
180
2
<0.1%
LARGEST VALUES
508
1
<0.1%
407
1
<0.1%
360
1
<0.1%
323
1
<0.1%
320
1
<0.1%
304
1
<0.1%
290
1
<0.1%
255
1
<0.1%
245
1
<0.1%
238
1
<0.1%
225
1
<0.1%
224
1
<0.1%
219
1
<0.1%
216
2
<0.1%
196
1
<0.1%
Screen Porch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.11
1st Flr SF
0.10
BsmtFin SF 1
0.10
Gr Liv Area
0.09
Lot Frontage
0.08
Total Bsmt SF
0.08
Mas Vnr Area
0.07
Enclosed Porch
-0.06
BsmtFin SF 2
0.06
Garage Yr Blt
-0.06
Garage Area
0.06
Lot Area
0.06
Wood Deck SF
-0.05
MS SubClass
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.18
Fireplaces
0.18
Exterior 2nd
0.15
Misc Feature
0.14
Fireplace Qu
0.13
Exterior 1st
0.13
Roof Style
0.11
Garage Qual
0.11
BsmtFin Type 1
0.10
Garage Type
0.10
Pool QC
0.10
Overall Qual
0.09
Condition 1
0.09
Bldg Type
0.08
MOST FREQUENT VALUES
0
2,674
91.3%
144
13
0.4%
192
11
0.4%
168
10
0.3%
120
9
0.3%
216
8
0.3%
180
7
0.2%
200
7
0.2%
160
6
0.2%
224
6
0.2%
100
5
0.2%
156
4
0.1%
153
4
0.1%
288
4
0.1%
155
4
0.1%
SMALLEST VALUES
0
2,674
91.3%
40
1
<0.1%
53
1
<0.1%
60
1
<0.1%
63
1
<0.1%
64
1
<0.1%
80
1
<0.1%
84
1
<0.1%
88
1
<0.1%
90
3
0.1%
92
2
<0.1%
94
1
<0.1%
95
2
<0.1%
99
1
<0.1%
100
5
0.2%
LARGEST VALUES
576
1
<0.1%
490
1
<0.1%
480
1
<0.1%
440
1
<0.1%
410
1
<0.1%
396
1
<0.1%
385
1
<0.1%
374
1
<0.1%
348
1
<0.1%
342
1
<0.1%
322
2
<0.1%
312
1
<0.1%
291
1
<0.1%
288
4
0.1%
287
1
<0.1%
Pool Area
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Lot Frontage
0.17
Gr Liv Area
0.14
1st Flr SF
0.12
Wood Deck SF
0.09
Lot Area
0.09
Enclosed Porch
0.09
BsmtFin SF 1
0.08
Total Bsmt SF
0.07
TotRms AbvGrd
0.07
SalePrice
0.07
Open Porch SF
0.06
Garage Area
0.05
Order
0.05
2nd Flr SF
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Pool QC
0.97
Fireplaces
0.42
Misc Feature
0.27
Roof Matl
0.26
Bsmt Half Bath
0.21
Fence
0.19
Garage Cond
0.13
Overall Qual
0.12
Neighborhood
0.12
Exterior 2nd
0.11
Exterior 1st
0.11
Fireplace Qu
0.10
Garage Qual
0.10
BsmtFin Type 2
0.10
MOST FREQUENT VALUES
0
2,917
99.6%
144
1
<0.1%
480
1
<0.1%
576
1
<0.1%
555
1
<0.1%
368
1
<0.1%
444
1
<0.1%
228
1
<0.1%
561
1
<0.1%
519
1
<0.1%
648
1
<0.1%
800
1
<0.1%
512
1
<0.1%
738
1
<0.1%
SMALLEST VALUES
0
2,917
99.6%
144
1
<0.1%
228
1
<0.1%
368
1
<0.1%
444
1
<0.1%
480
1
<0.1%
512
1
<0.1%
519
1
<0.1%
555
1
<0.1%
561
1
<0.1%
576
1
<0.1%
648
1
<0.1%
738
1
<0.1%
800
1
<0.1%
LARGEST VALUES
800
1
<0.1%
738
1
<0.1%
648
1
<0.1%
576
1
<0.1%
561
1
<0.1%
555
1
<0.1%
519
1
<0.1%
512
1
<0.1%
480
1
<0.1%
444
1
<0.1%
368
1
<0.1%
228
1
<0.1%
144
1
<0.1%
0
2,917
99.6%
Pool QC
MISSING:
2,917
(>99%)
TOP CATEGORIES
Ex
4
31%
Gd
4
31%
TA
3
23%
Fa
2
15%
ALL
13
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Pool QC
PROVIDES INFORMATION ON...
Roof Matl
0.04
Misc Feature
0.02
Functional
0.01
Fence
0.01
Bsmt Half Bath
0.01
BsmtFin Type 2
0.01
Fireplaces
0.01
Garage Cond
0.01
Land Contour
0.01
Fireplace Qu
0.00
Garage Qual
0.00
Condition 1
0.00
Overall Qual
0.00
Paved Drive
0.00

THESE FEATURES
GIVE INFORMATION
ON Pool QC:
Neighborhood
0.27
Overall Qual
0.22
Exterior 1st
0.20
Exterior 2nd
0.19
Fireplaces
0.18
Fence
0.18
Fireplace Qu
0.18
BsmtFin Type 2
0.14
Yr Sold
0.13
Functional
0.12
BsmtFin Type 1
0.12
House Style
0.11
Bsmt Exposure
0.10
Bedroom AbvGr
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Pool QC
CORRELATION RATIO WITH...
Pool Area
0.97
Enclosed Porch
0.18
Gr Liv Area
0.17
1st Flr SF
0.16
SalePrice
0.14
BsmtFin SF 1
0.13
Total Bsmt SF
0.13
Lot Frontage
0.13
Lot Area
0.11
Wood Deck SF
0.10
Screen Porch
0.10
Open Porch SF
0.08
Low Qual Fin SF
0.07
TotRms AbvGrd
0.07
Fence
MISSING:
2,358
(80%)
TOP CATEGORIES
MnPrv
330
58%
GdPrv
118
21%
GdWo
112
20%
MnWw
12
2%
ALL
572
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence
PROVIDES INFORMATION ON...
Pool QC
0.18
Exter Qual
0.06
Condition 2
0.05
Full Bath
0.04
Sale Type
0.04
Foundation
0.04
Bsmt Qual
0.04
Misc Feature
0.03
Garage Cars
0.03
Bldg Type
0.03
Neighborhood
0.03
Kitchen AbvGr
0.03
Kitchen Qual
0.03
Overall Qual
0.03

THESE FEATURES
GIVE INFORMATION
ON Fence:
Neighborhood
0.12
Overall Qual
0.07
Exter Qual
0.07
Bsmt Qual
0.07
Foundation
0.06
Exterior 1st
0.06
Exterior 2nd
0.05
Full Bath
0.05
BsmtFin Type 1
0.05
Garage Cars
0.05
Overall Cond
0.05
Kitchen Qual
0.04
Sale Type
0.03
Bldg Type
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence
CORRELATION RATIO WITH...
Year Built
0.24
Year Remod/Add
0.22
SalePrice
0.20
Pool Area
0.19
Gr Liv Area
0.18
Garage Area
0.16
Bsmt Unf SF
0.15
TotRms AbvGrd
0.13
PID
0.13
Total Bsmt SF
0.12
2nd Flr SF
0.12
MS SubClass
0.12
Mas Vnr Area
0.11
1st Flr SF
0.11
Misc Feature
MISSING:
2,824
(96%)
TOP CATEGORIES
Shed
95
90%
Gar2
5
5%
Othr
4
4%
Elev
1
<1%
TenC
1
<1%
ALL
106
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Misc Feature
PROVIDES INFORMATION ON...
Utilities
0.08
Pool QC
0.08
Street
0.05
Condition 2
0.04
Functional
0.02
Roof Matl
0.01
Bsmt Half Bath
0.01
Sale Type
0.01
Sale Condition
0.01
Exter Qual
0.01
Bldg Type
0.01
Fence
0.01
Exter Cond
0.01
Exterior 1st
0.01

THESE FEATURES
GIVE INFORMATION
ON Misc Feature:
Neighborhood
0.10
Exterior 1st
0.08
Exterior 2nd
0.07
Overall Qual
0.06
BsmtFin Type 1
0.04
Foundation
0.04
Overall Cond
0.04
Exter Qual
0.04
Kitchen Qual
0.04
Bsmt Qual
0.04
Functional
0.03
Garage Cars
0.03
Sale Condition
0.03
Bldg Type
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Misc Feature
CORRELATION RATIO WITH...
Misc Val
0.90
Pool Area
0.27
1st Flr SF
0.19
Total Bsmt SF
0.18
BsmtFin SF 1
0.15
Gr Liv Area
0.14
Screen Porch
0.14
Open Porch SF
0.13
Mas Vnr Area
0.13
TotRms AbvGrd
0.12
Lot Area
0.12
Wood Deck SF
0.08
Garage Area
0.08
Year Built
0.07
Misc Val
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1st Flr SF
0.09
BsmtFin SF 1
0.09
Total Bsmt SF
0.08
Open Porch SF
0.08
Lot Area
0.07
Gr Liv Area
0.07
TotRms AbvGrd
0.06
Wood Deck SF
0.06
Mas Vnr Area
0.04
Lot Frontage
0.04
MS SubClass
-0.03
SalePrice
-0.02
Pool Area
0.01
Year Built
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Misc Feature
0.90
Condition 2
0.27
Roof Style
0.13
Overall Qual
0.10
Neighborhood
0.07
Exterior 2nd
0.06
Exterior 1st
0.06
Exter Qual
0.06
Lot Shape
0.05
Half Bath
0.05
BsmtFin Type 1
0.05
Land Contour
0.05
Overall Cond
0.05
Fireplaces
0.05
MOST FREQUENT VALUES
0
2,827
96.5%
400
18
0.6%
500
13
0.4%
450
9
0.3%
600
8
0.3%
700
7
0.2%
2000
7
0.2%
1500
3
0.1%
1200
3
0.1%
650
3
0.1%
480
2
<0.1%
3000
2
<0.1%
2500
2
<0.1%
4500
2
<0.1%
455
1
<0.1%
SMALLEST VALUES
0
2,827
96.5%
54
1
<0.1%
80
1
<0.1%
300
1
<0.1%
350
1
<0.1%
400
18
0.6%
420
1
<0.1%
450
9
0.3%
455
1
<0.1%
460
1
<0.1%
480
2
<0.1%
490
1
<0.1%
500
13
0.4%
560
1
<0.1%
600
8
0.3%
LARGEST VALUES
17000
1
<0.1%
15500
1
<0.1%
12500
1
<0.1%
8300
1
<0.1%
6500
1
<0.1%
4500
2
<0.1%
3500
1
<0.1%
3000
2
<0.1%
2500
2
<0.1%
2000
7
0.2%
1512
1
<0.1%
1500
3
0.1%
1400
1
<0.1%
1300
1
<0.1%
1200
3
0.1%
Mo Sold
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Order
0.13
PID
-0.05
TotRms AbvGrd
0.04
Gr Liv Area
0.04
Pool Area
-0.04
1st Flr SF
0.04
Garage Area
0.04
SalePrice
0.04
Open Porch SF
0.03
Screen Porch
0.03
3Ssn Porch
0.03
Garage Yr Blt
0.02
Bsmt Unf SF
0.02
Enclosed Porch
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Yr Sold
0.26
Neighborhood
0.11
Sale Type
0.10
Sale Condition
0.10
Overall Qual
0.08
Bedroom AbvGr
0.07
MS Zoning
0.07
Exterior 1st
0.07
Exterior 2nd
0.07
Bldg Type
0.06
Garage Cars
0.06
Functional
0.06
Condition 1
0.06
Kitchen Qual
0.06
MOST FREQUENT VALUES
6
505
17.2%
7
449
15.3%
5
395
13.5%
4
279
9.5%
8
233
8.0%
3
232
7.9%
10
173
5.9%
9
161
5.5%
11
143
4.9%
2
133
4.5%
1
123
4.2%
12
104
3.5%
SMALLEST VALUES
1
123
4.2%
2
133
4.5%
3
232
7.9%
4
279
9.5%
5
395
13.5%
6
505
17.2%
7
449
15.3%
8
233
8.0%
9
161
5.5%
10
173
5.9%
11
143
4.9%
12
104
3.5%
LARGEST VALUES
12
104
3.5%
11
143
4.9%
10
173
5.9%
9
161
5.5%
8
233
8.0%
7
449
15.3%
6
505
17.2%
5
395
13.5%
4
279
9.5%
3
232
7.9%
2
133
4.5%
1
123
4.2%
Yr Sold
MISSING:
---
TOP CATEGORIES
2007
694
24%
2009
648
22%
2006
625
21%
2008
622
21%
2010
341
12%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Yr Sold
PROVIDES INFORMATION ON...
Pool QC
0.13
Utilities
0.12
Condition 2
0.07
Sale Type
0.05
Roof Matl
0.04
Heating
0.03
Sale Condition
0.03
Street
0.03
Misc Feature
0.02
Functional
0.02
Kitchen AbvGr
0.01
Bsmt Cond
0.01
Condition 1
0.01
Electrical
0.01

THESE FEATURES
GIVE INFORMATION
ON Yr Sold:
Sale Type
0.02
Neighborhood
0.01
Sale Condition
0.01
Exterior 2nd
0.01
Exterior 1st
0.01
Overall Cond
0.01
Overall Qual
0.00
Condition 1
0.00
Functional
0.00
House Style
0.00
Bedroom AbvGr
0.00
Foundation
0.00
Bsmt Cond
0.00
MS Zoning
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Yr Sold
CORRELATION RATIO WITH...
Order
0.98
Mo Sold
0.26
Year Remod/Add
0.08
MS SubClass
0.07
Bsmt Unf SF
0.06
Pool Area
0.05
Garage Area
0.05
1st Flr SF
0.05
PID
0.05
Open Porch SF
0.05
Year Built
0.05
Garage Yr Blt
0.05
SalePrice
0.05
Misc Val
0.04
Sale Type
MISSING:
---
TOP CATEGORIES
WD
2,536
87%
New
239
8%
COD
87
3%
ConLD
26
<1%
CWD
12
<1%
ConLI
9
<1%
ConLw
8
<1%
Oth
7
<1%
Con
5
<1%
VWD
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Sale Type
PROVIDES INFORMATION ON...
Sale Condition
0.46
Utilities
0.27
Exter Qual
0.10
Kitchen Qual
0.08
Bsmt Qual
0.07
Foundation
0.07
Street
0.07
Garage Cars
0.05
Full Bath
0.05
Heating QC
0.05
Overall Qual
0.05
Neighborhood
0.04
Central Air
0.04
Condition 2
0.04

THESE FEATURES
GIVE INFORMATION
ON Sale Type:
Sale Condition
0.55
Neighborhood
0.23
Bsmt Qual
0.15
Exter Qual
0.15
Overall Qual
0.15
Exterior 2nd
0.14
Exterior 1st
0.14
Foundation
0.14
Kitchen Qual
0.14
Garage Cars
0.11
Heating QC
0.10
BsmtFin Type 1
0.10
Overall Cond
0.10
Garage Finish
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Sale Type
CORRELATION RATIO WITH...
SalePrice
0.37
Year Remod/Add
0.36
Year Built
0.36
Garage Area
0.29
Total Bsmt SF
0.26
Bsmt Unf SF
0.25
1st Flr SF
0.22
Gr Liv Area
0.19
Lot Frontage
0.17
Open Porch SF
0.17
TotRms AbvGrd
0.16
Mas Vnr Area
0.16
PID
0.15
BsmtFin SF 2
0.14
Sale Condition
MISSING:
---
TOP CATEGORIES
Normal
2,413
82%
Partial
245
8%
Abnorml
190
6%
Family
46
2%
Alloca
24
<1%
AdjLand
12
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Sale Condition
PROVIDES INFORMATION ON...
Sale Type
0.55
Street
0.12
Utilities
0.12
Exter Qual
0.09
Kitchen AbvGr
0.09
Pool QC
0.08
Kitchen Qual
0.07
Bsmt Qual
0.07
Foundation
0.07
Condition 2
0.06
Central Air
0.06
Garage Cars
0.06
Roof Matl
0.06
Heating QC
0.05

THESE FEATURES
GIVE INFORMATION
ON Sale Condition:
Sale Type
0.46
Neighborhood
0.18
Exterior 1st
0.12
Exterior 2nd
0.12
Bsmt Qual
0.12
Exter Qual
0.12
Overall Qual
0.11
Kitchen Qual
0.10
Foundation
0.10
Garage Cars
0.09
Heating QC
0.09
Garage Finish
0.08
Overall Cond
0.08
BsmtFin Type 1
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Sale Condition
CORRELATION RATIO WITH...
SalePrice
0.37
Year Built
0.36
Year Remod/Add
0.36
Garage Area
0.29
Total Bsmt SF
0.26
Bsmt Unf SF
0.26
1st Flr SF
0.22
Garage Yr Blt
0.19
Gr Liv Area
0.18
PID
0.18
Lot Frontage
0.17
Open Porch SF
0.16
TotRms AbvGrd
0.15
Mas Vnr Area
0.15
SalePrice
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Gr Liv Area
0.71
Garage Area
0.64
Total Bsmt SF
0.63
1st Flr SF
0.62
Year Built
0.56
Year Remod/Add
0.53
Garage Yr Blt
0.53
Mas Vnr Area
0.51
TotRms AbvGrd
0.50
BsmtFin SF 1
0.43
Lot Frontage
0.36
Wood Deck SF
0.33
Open Porch SF
0.31
2nd Flr SF
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Overall Qual
0.84
Neighborhood
0.76
Bsmt Qual
0.72
Garage Cars
0.71
Exter Qual
0.71
Kitchen Qual
0.69
Full Bath
0.56
Garage Finish
0.55
Fireplace Qu
0.55
Foundation
0.53
Garage Type
0.50
Fireplaces
0.49
BsmtFin Type 1
0.48
Heating QC
0.46
MOST FREQUENT VALUES
135000
34
1.2%
140000
33
1.1%
130000
29
1.0%
155000
28
1.0%
145000
26
0.9%
160000
23
0.8%
185000
21
0.7%
110000
21
0.7%
115000
20
0.7%
120000
20
0.7%
127000
20
0.7%
170000
20
0.7%
190000
19
0.6%
125000
19
0.6%
200000
19
0.6%
SMALLEST VALUES
12789
1
<0.1%
13100
1
<0.1%
34900
1
<0.1%
35000
1
<0.1%
35311
1
<0.1%
37900
1
<0.1%
39300
1
<0.1%
40000
1
<0.1%
44000
1
<0.1%
45000
1
<0.1%
46500
1
<0.1%
50000
1
<0.1%
50138
1
<0.1%
51689
1
<0.1%
52000
1
<0.1%
LARGEST VALUES
755000
1
<0.1%
745000
1
<0.1%
625000
1
<0.1%
615000
1
<0.1%
611657
1
<0.1%
610000
1
<0.1%
591587
1
<0.1%
584500
1
<0.1%
582933
1
<0.1%
556581
1
<0.1%
555000
1
<0.1%
552000
1
<0.1%
545224
1
<0.1%
538000
1
<0.1%
535000
1
<0.1%